RHESSysIOinR_Coweeta_WS32_74 Multi Site Validation Field Data_Step5

Coweeta Hydrologic Laboratory Watershed 32 using Static, SSURGO, and RSS soil inputs.

The following R Markdown script prepares and runs the Regional Hydro-Ecologic Simulation System (RHESSYS) within the R environment. Modified from RHESSysIOinR example scripts created by Will Burke and Ryan Bart. Includes CLHS code snippets and SDA code from Dylan Beaudette.

Windows Subsystem via Linux must be installed before RHESSys will run in a Windows environment. GRASS8 must be installed to run the spatial preprocessing portion of the script.

Code has been modified to run RHESSys 7.4 and 5.18. 7.4 vegetation processing differs slightly from 5.18. Various template differences exist between the two versions of RHESSys and template files must be carefully reviewed if moving between versions. This script is currently set up to run RHESSys 7.4

knitr::opts_chunk$set(warning = FALSE, message = FALSE)
#install.packages("devtools")
#devtools::install_github("ropensci/FedData")

library(aqp)

## This is aqp 1.41

library(daymetr)
library(clhs)

## Registered S3 methods overwritten by 'tibble':
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##   print.tbl  pillar

library(EcoHydRology)

## Loading required package: operators

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## Loading required package: topmodel

## Loading required package: DEoptim

## Loading required package: parallel

## 
## DEoptim package
## Differential Evolution algorithm in R
## Authors: D. Ardia, K. Mullen, B. Peterson and J. Ulrich

## Loading required package: XML

library(elevatr)
library(ezknitr)
library(FedData)

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library(foreach)
library(foreign)
library(ggplot2)
library(ggpubr)

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library(hydroGOF)

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library(imputeTS)

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library(knitr)
library(latticeExtra)

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library(lubridate)

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library(Metrics)

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library(raster)

## Loading required package: sp

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library(rasterVis)
library(readxl)
library(reshape2)
library(rgdal)

## Please note that rgdal will be retired by the end of 2023,
## plan transition to sf/stars/terra functions using GDAL and PROJ
## at your earliest convenience.
## 
## rgdal: version: 1.5-32, (SVN revision 1176)
## Geospatial Data Abstraction Library extensions to R successfully loaded
## Loaded GDAL runtime: GDAL 3.4.1, released 2021/12/27
## Path to GDAL shared files: C:/Users/Carlos/Documents/R/win-library/4.0/rgdal/gdal
## GDAL binary built with GEOS: TRUE 
## Loaded PROJ runtime: Rel. 7.2.1, January 1st, 2021, [PJ_VERSION: 721]
## Path to PROJ shared files: C:/Users/Carlos/Documents/R/win-library/4.0/rgdal/proj
## PROJ CDN enabled: FALSE
## Linking to sp version:1.4-6
## To mute warnings of possible GDAL/OSR exportToProj4() degradation,
## use options("rgdal_show_exportToProj4_warnings"="none") before loading sp or rgdal.

library(rgrass)

## GRASS GIS interface loaded with GRASS version: (GRASS not running)

library(rmarkdown)
library(Rmisc)

## Loading required package: plyr

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library(RHESSysPreprocessing)
library(RHESSysIOinR)

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##     read_world

library(sf)

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library(soilDB)
library(sp)
library(stats)
library(stringi)
library(tactile)
library(terra)

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library(testthat)

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library(tidyverse)

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library(viridisLite)
library(dplyr)


setwd(system.file("extdata/", package = "RHESSysIOinR"))
 
rh_ver = dir(path = "modelfiles/rhessys/", pattern = "^rhessys\\d+",recursive = F)

getwd()

## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"

rh_path = file.path("modelfiles/rhessys", rh_ver)

## Load in necessary files
filedir <- ("C:/Users/Carlos/Documents/GitHub/RHESSys74-R-Markdown/")

watershedshapefile <- paste0(filedir, "input_files/shapefiles/watersheds/Coweeta_Hydrologic_Laboratory.shp")
streamshapefile<- paste0(filedir,"input_files/shapefiles/streams/StreamsCaldwellClipped.shp")
weirshapefile<- paste0(filedir,"input_files/shapefiles/weirs/Subbasinoutlets.shp")
roadshapefile <- paste0(filedir, "input_files/shapefiles/roads/UpdatedRoads4Reprojected32617.shp")

CWRG12 <- paste0(filedir,"input_files/precipitation/RDS-2017-0031/Data/RG12_daily_1942_2021.csv")
CWRG20 <-paste0(filedir,"input_files/precipitation/RDS-2017-0031/Data/RG20_daily_1962_2021.csv")

CS21<- paste0(filedir,"input_files/temperature/RDS-2015-0042/Data/cs21_daily.csv")
CS28<- paste0(filedir,"input_files/temperature/RDS-2015-0042/Data/cs28_daily.csv")

newsmlocations<-  paste0(filedir,"input_files/shapefiles/soil_moisture/CoweetaNRCSsmKML.kml")

#in step 4

setwd(system.file("extdata/", package = "RHESSysIOinR"))
#Prepare observed Streamflow data


obsws32<- read.csv(paste0(filedir,"input_files/streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/ObservedWS32.csv"))


obsws32$Date<- as.Date(obsws32$Date)

Caldates<- read.csv("outputfilter/caldates.csv")
Valdates<- read.csv("outputfilter/valdates.csv")

Caldates<- Caldates[,2]
Valdates<- Valdates[,2]

mergedsm<- read.table("outputfilter/mergedsm.csv", header = T, sep = ",")
obsws32sm<- read.table("outputfilter/obsws32sm.csv", header = T, sep = ",")
obsws32sm$Date<- as.Date(obsws32sm$Date,"%Y-%m-%d")

New Patch Filter

Basin - Basin Hillslope - Subbasin Zone - Patch Patch - Patch

1 112 136557 1 110 141942 1 110 149478

setwd(system.file("extdata/", package = "RHESSysIOinR"))

patchfilterpatch1 = build_output_filter(timestep = "daily",
                                   output_format = "csv",
                                   output_path = "outputfilter",
                                   output_filename = "valws32patch1",
                                   spatial_level = "patch",
                                   spatial_ID = "1:112:136557:136557",
                                   variables = c("rootzone.S","rootzone.potential_sat","rootzone.field_capacity", "rz_storage"))

patchfilterpatch2 = build_output_filter(timestep = "daily",
                                   output_format = "csv",
                                   output_path = "outputfilter",
                                   output_filename = "valws32patch2",
                                   spatial_level = "patch",
                                   spatial_ID = "1:110:141942:141942",
                                   variables = c("rootzone.S","rootzone.potential_sat","rootzone.field_capacity", "rz_storage"))

patchfilterpatch3 = build_output_filter(timestep = "daily",
                                   output_format = "csv",
                                   output_path = "outputfilter",
                                   output_filename = "valws32patch3",
                                   spatial_level = "patch",
                                   spatial_ID = "1:110:149478:149478",
                                   variables = c("rootzone.S","rootzone.potential_sat","rootzone.field_capacity", "rz_storage"))


# start_time = Sys.time()
# start_time
# run_rhessys_single(input_rhessys = input_rhessys,
#                    hdr_files = input_hdr,
#                    tec_data = input_tec_data,
#                    cmd_pars = stdpars,
#                    output_filter = c(patchfilterpatch1,patchfilterpatch2,patchfilterpatch3),
#                    runID = 'single')
# end_time = Sys.time()
# end_time - start_time
# end_time

*** VALIDATION ***

Run Model once for validation, copied from previous code must clean up

Configure RHESSys Inputs/Outputs for a single run.

Use World Statefile created during spin-up. To run model one time at patch scale.

COMMAND LINE OPTIONS

-b Basin output option. Print out response variables for specified basins. -c Canopy stratum output option. Print out response variables for specified strata. -g Grow option. Try to read in dynamic bgc input data and output dynamic bgc parameters. -h Hillslope output option. Print out response variables for specified hillslopes. -p Patch output option. Print out response variables for specified patches. -r Routing option. Gives name of flow_table to define explicit routing connectivity. Also trigger use of explicit routing over TOPMODEL approach. -c Stratum output option. Print out response variables for specified strata.

patches listed top to bottom

setwd(system.file("extdata/", package = "RHESSysIOinR"))

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32.world.Y2018M11D1H1.state.Y2018M11D1H1.state",
  world_hdr_prefix = "CWWS32",
  flowtable = "CWWS32.flow",
  start = "2013 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32",
 commandline_options = c("-b -g -p"))

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2015 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

## Calibrated Values 


stdpars<- IOin_cmd_pars(
            m = 1.581785,
            k = 41.12945,
            soil_dep= 0.1776117,
            m_v = 8.11574,
            k_v = 0.8713272,
            gw1 = 0.2477113,
            gw2 = 0.4291277,
            pa = 0.3913392,
            po = 1.85424,
            vgseng1 = 1.459184,
            vgseng2 = 1.799894,
            vgseng3 = 1.381696)

Run RHESSys once for validation

Read RHESSys Single Run Output

setwd(system.file("extdata/", package = "RHESSysIOinR"))
getwd()

## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"

singlerunvalidation<- readin_rhessys_output("out/cwws32_runvalidation")

plot(singlerunvalidation$bd$streamflow~singlerunvalidation$bd$date, type = "l", main = "Streamflow", xlab = "Date", ylab = "Streamflow", col = 'DarkBlue')

plot(as.Date(singlerunvalidation$bd$date),singlerunvalidation$bd$rz_storage, type = "l", col = 'black', main = "Basin Scale Root Zone Storage",
    xlab = "Date", ylab = "mm")

#basin scale soil moisture
plot(singlerunvalidation$bd$rz_storage/singlerunvalidation$bdg$root_depth~singlerunvalidation$bd$date, type = "l", main = "RZ_Storage/Root_Depth x Date", xlab = "Date", ylab = "rz_Storage/root_depth", col = 'brown')

plot(singlerunvalidation$bd$lai~singlerunvalidation$bd$date, type = "l", main = "LAI", xlab = "Date", ylab = "LAI", col = 'DarkGreen')

plot(singlerunvalidation$bd$pet~singlerunvalidation$bd$date, type = "l", main = "Potential Evapotranspiration", xlab = "Date", ylab = "PET", col = 'DarkBlue')

plot(singlerunvalidation$bd$et~singlerunvalidation$bd$date, type = "l", main = "Evapotranspiration", xlab = "Date", ylab = "ET", col = 'darkslategray')

plot((singlerunvalidation$bd$unsat_stor/singlerunvalidation$bd$sat_def_z)~singlerunvalidation$bd$date, type = "l", main = "unsat_stor/sat_def_z", xlab = "Date", ylab = "vwc", col = 'DarkGreen')

Merge Observed and Simulated Data

## merge values instead of subsetting to match up with simulated dates
singlerunvalidation$bd<- merge(singlerunvalidation$bd,obsws32, by.x = "date", by.y = "Date", all = FALSE)

## merge soil moisture values but include all data
singlerunvalidation$data <-merge(singlerunvalidation$bd,obsws32sm, by.x = "date", by.y = "Date", all = TRUE)

Plot Observed and Simulated Data, Plot RHESSys Outputs

setwd(system.file("extdata/", package = "RHESSysIOinR"))

## Plot Hydrograph comparing modeled and observed streamflow
{hydrograph(input=singlerunvalidation$bd, streamflow=singlerunvalidation$bd$observedstreamflow, streamflow2 = singlerunvalidation$bd$streamflow, timeSeries = singlerunvalidation$bd$date, precip = singlerunvalidation$bd$streamflow,
           P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')

legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}

{plot(singlerunvalidation$data$date,singlerunvalidation$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Streamflow")
lines(singlerunvalidation$data$date, singlerunvalidation$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}

{plot(singlerunvalidation$data$date,singlerunvalidation$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Log Streamflow", log = "y")
lines(singlerunvalidation$data$date, singlerunvalidation$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}

predictedvsobservedstreamlm<- lm(observedstreamflow~streamflow, data = singlerunvalidation$bd)

{plot(singlerunvalidation$bd$observedstreamflow,singlerunvalidation$bd$streamflow, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Streamflow", xlim = c(0,55), ylim = c(0,55))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedstreamlm)$r.squared,digits=3)))}

{plot(singlerunvalidation$data$date,(singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth), type = "l", ylim = c(0,0.35), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(singlerunvalidation$data$date, singlerunvalidation$data$mergedsoilmoisture, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("black","red"), lty=1:1)}

predictedvsobservedsoillm<- lm((rz_storage/rootdepth)~mergedsoilmoisture, data = singlerunvalidation$data)

{plot((singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth),singlerunvalidation$data$mergedsoilmoisture, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Basin Scale Soil Moisture", xlim = c(0.05,0.4), ylim = c(0.05,0.4))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedsoillm)$r.squared,digits=3)))}

## Plot other model outputs

par(mfrow=c(5,1), mar = c(2,5,4,2))

plot(singlerunvalidation$bd$date,singlerunvalidation$bd$tmin, type = "l", col = 'BLUE', ylim = c(-15,30), ylab = "Temperature", xlab = "Date")
lines(singlerunvalidation$bd$date,singlerunvalidation$bd$tmax, type = "l", col = 'RED')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$precip, type = "h", ylab = "Precipitation", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$streamflow, type = "l", ylab = "Streamflow", xlab = "Date", col = 'blue')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$baseflow, type = "l", ylab = "Baseflow", xlab = "Date", col = 'brown')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$rz_storage, type = "l", ylab = "RZ Storage", xlab = "Date", col = 'dark green')

plot(singlerunvalidation$bd$date,singlerunvalidation$bd$psn ,type = "l", ylab = "PSN", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$et, type = "l", ylab = "Evaoptranspiration", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$pet, type = "l", ylab = "PET", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$gw.Qout, type = "l", ylab = "Q out", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$gw.storage, type = "l", ylab = "GW Storage", xlab = "Date")

par(mfrow=c(1,1))

### will only plot in growth mode , used to check that vegetation is initialized properly ##
plot(singlerunvalidation$bdg$date, singlerunvalidation$bdg$lai, type = "l", main = "LAI", xlab = "Date", col = 'dark green')

plot(singlerunvalidation$bdg$date, singlerunvalidation$bdg$soilc, type = "l", main = "Soil Carbon", xlab = "Date", col = 'brown')

## plot cal/val sets


obsws32<- read.csv(paste0(filedir,"input_files/streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/ObservedWS32.csv"))


obsws32$Date<- as.Date(obsws32$Date)

Caldates<- read.csv("outputfilter/caldates.csv")
Valdates<- read.csv("outputfilter/valdates.csv")

Caldates<- Caldates[,2]
Valdates<- Valdates[,2]

mergedsm<- read.table("outputfilter/mergedsm.csv", header = T, sep = ",")
obsws32sm<- read.table("outputfilter/obsws32sm.csv", header = T, sep = ",")
obsws32sm$Date<- as.Date(obsws32sm$Date,"%Y-%m-%d")

obsws32cal <- obsws32[obsws32$Date >= Caldates[1] & obsws32$Date <= Caldates[2], ]
obsws32val <- obsws32[obsws32$Date >= Valdates[1] & obsws32$Date <= Valdates[2], ]
obsws32smcal <- obsws32sm[obsws32sm$Date >= Caldates[1] & obsws32sm$Date <= Caldates[2], ]
obsws32smval <- obsws32sm[obsws32sm$Date >= Valdates[1] & obsws32sm$Date <= Valdates[2], ]


{plot(singlerunvalidation$data$date,(singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth), type = "l", ylim = c(0,0.35), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(obsws32smcal$Date,obsws32smcal$mergedsoilmoisture, col = "BLUE")
lines(obsws32smval$Date,obsws32smval$mergedsoilmoisture, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Soil Moisture","Observed Calibration Soil Moisture", "Observed Validation Soil Moisture"), col=c("black","blue","red"), lty=c(1,1,1))}

{plot(singlerunvalidation$data$date,singlerunvalidation$data$streamflow, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Basin Scale Streamflow")
lines(obsws32cal$Date,obsws32cal$observedstreamflow, col = "BLUE")
lines(obsws32val$Date,obsws32val$observedstreamflow, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Streamflow","Observed Calibration Streamflow", "Observed Validation Streamflow"), col=c("black","blue","red"), lty=c(1,1,1))}

Spatial Data import and display of inputs

# Original input maps have been cropped before processing in R, without cropping the RHESSYs preparation in the R environment will not function properly, below are the input maps used by R
setwd(system.file("extdata/", package = "RHESSysIOinR"))

ws32<- raster("grassexport/cwt_ws32/basin_ws32.tif")
patches<- raster("grassexport/cwt_ws32/patch.tif")
acc10<- raster("grassexport/cwt_ws32/acc10.tif")
aspect10<- raster("grassexport/cwt_ws32/aspect10.tif")
#bt1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/b.t1000.tif")
dem10<- raster("grassexport/cwt_ws32/dem10.tif")
dem10f<- raster("grassexport/cwt_ws32/dem10f.tif")
dir10<- raster("grassexport/cwt_ws32/dir10.tif")
drain10<- raster("grassexport/cwt_ws32/drain10.tif")
#ht1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/h.t1000.tif")
hillslope<- raster("grassexport/cwt_ws32/hillslope.tif")
roads<- brick("grassexport/cwt_ws32/roads.tif")
#shade10<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/shade10.tif")
slope10<- raster("grassexport/cwt_ws32/slope10.tif")
streams<- raster("grassexport/cwt_ws32/streams.tif")
topidx10<- raster("grassexport/cwt_ws32/topidx10_100.tif")
#xmap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/xmap.tif")
#ymap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/ymap.tif")

ObservedSMLocationsnt <- read_sf(paste0(filedir,"input_files/soil_moisture/knb-lter-cwt.1308.19/1308.kml"))

ObservedSMLocations <- st_transform(ObservedSMLocationsnt, crs(dem10))

plot(ws32, main ="ws32")

plot(patches, main = "patches")

plot(acc10, main = "acc10")

plot(aspect10, main = "aspect10")

#levelplot(bt1000, col.regions = brewer.pal(name='Spectral', n = 11),at=seq(0,6500,1))
#plot(bt1000, main = "bt1000")
plot(dem10, main = "dem10")

plot(dem10f, main = "dem10f")

plot(dir10, main = "dir10")

plot(drain10, main = "drain10")

#plot(ht1000, main = "ht1000")
{plot(hillslope, main = "hillslope")
  points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}

plot(roads, main = "roads")

#plot(shade10, main = "shade10")
plot(slope10, main = "slope10")

plot(streams, main = "streams")

plot(topidx10, main = "topidx10")

#plot(xmap, main = "xmap")
#plot(ymap, main = "ymap")

Show locations of measured soil moisture and soil maps

setwd(system.file("extdata/", package = "RHESSysIOinR"))


soilstaticmap<- raster("grassexport/cwt_ws32/staticsoil.tif")

soilssurgo<- raster("grassexport/cwt_ws32/ssurgosoil.tif")
soildsm<- raster("grassexport/cwt_ws32/dsmsoil.tif")

colorramp<- viridis(128)

{plot(dem10, col = colorramp, main = "Coweeta Observed Soil Moisture Locations")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}

matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 3)

##      [,1]              [,2]               [,3]              
## [1,] "132 plot center" "275432.649744231" "3881522.05364127"
## [2,] "232 plot center" "275578.214010129" "3881428.55011708"
## [3,] "332 plot center" "275760.864807773" "3881284.18476691"

{plot(soilstaticmap, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on Static Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}

{plot(soilssurgo, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on SSURGO Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}

{plot(soildsm, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on RSS Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}

Display outputs from model run

setwd(system.file("extdata/", package = "RHESSysIOinR"))
## Extract values for single date
displayday <- singlerunvalidation$pd[which(singlerunvalidation$pd$date=="2018-03-21")]

## reclassify all patches to na and then reclassify to model output values
reclass_all<- c(-2147483648, 2147483647,NA)
reclass_allm<- matrix(reclass_all, ncol = 3, byrow = TRUE)
displaydaypatches<- reclassify(patches,reclass_allm)

displayday$calculatedrzsm <- displayday$rz_storage/displayday$root.depth

reclass_displayday <- cbind(displayday$patchID,displayday$calculatedrzsm)
reclass_displayday <- as.matrix(reclass_displayday)

displaydaypatches<- reclassify(patches,reclass_displayday)

## Plot Spatial Data Output for RZ Storage
#plot(displaydaypatches, xlim = c(280900,282500), ylim = c(4870000,4872000))

{plot(mask(displaydaypatches,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 RZ Soil Moisture Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,displayday$root.depth)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches2<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches2,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 root.depth Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,displayday$rz_storage)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches3<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches3,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 rz_storage Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,displayday$sat_def)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches4<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches4,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 Saturation Deficit Prediction for 1 day in mm", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,(displayday$unsat_stor/displayday$sat_def_z))
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches5<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches5,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 unsaturated soil moisture vwc Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,((displayday$root_zone.S*displayday$potential_rz_store)/displayday$root.depth))
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches6<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches6,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600), zlim = c(0,0.50))
title("CW WS32 Rooting Depth VWC Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

{plot(mask(displaydaypatches,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600), zlim = c(0,0.50))
title("CW WS32 RZ Soil Moisture Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

## Plot Hydrograph
{hydrograph(input=singlerunvalidation$bd, streamflow=singlerunvalidation$bd$observedstreamflow, streamflow2 = singlerunvalidation$bd$streamflow, timeSeries = singlerunvalidation$bd$date, precip = singlerunvalidation$bd$streamflow,
           P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')
legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}

### end show patch map

patchnumbers<- raster::extract(patches,matrix(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 2))


ObserveSoilMoisturePatches <- matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2],patchnumbers), nrow = 3, ncol = 4)


## Extract values for a single patch, select patch ID
ObserveSoilMoisturePatches[1,4]

## [1] "136557"

displaypatch<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[1,4])]
ObserveSoilMoisturePatches[2,4]

## [1] "141942"

displaypatch2<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[2,4])]
ObserveSoilMoisturePatches[3,4]

## [1] "149478"

displaypatch3<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[3,4])]

plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #147322', ylim = c(0,.4))

head(obsws32cal)

##           X       Date flow discharge_mm observedstreamflow
## 22961 22961 2017-01-01 2.30     2.172645           2.172645
## 22962 22962 2017-01-02 3.04     2.871669           2.871669
## 22963 22963 2017-01-03 2.72     2.569388           2.569388
## 22964 22964 2017-01-04 2.11     1.993165           1.993165
## 22965 22965 2017-01-05 1.92     1.813686           1.813686
## 22966 22966 2017-01-06 1.81     1.709777           1.709777

head(obsws32val)

##           X       Date flow discharge_mm observedstreamflow
## 23311 23311 2017-12-17 2.14     2.021504           2.021504
## 23312 23312 2017-12-18 2.27     2.144306           2.144306
## 23313 23313 2017-12-19 2.23     2.106521           2.106521
## 23314 23314 2017-12-20 3.39     3.202289           3.202289
## 23315 23315 2017-12-21 2.74     2.588281           2.588281
## 23316 23316 2017-12-22 2.60     2.456033           2.456033

head(obsws32smcal)

##   X       Date flow discharge_mm observedstreamflow smois30site1a smois30site1b
## 1 1 2017-01-01 2.30     2.172645           2.172645     0.2194375     0.2468125
## 2 2 2017-01-02 3.04     2.871669           2.871669     0.2241528     0.2509896
## 3 3 2017-01-03 2.72     2.569388           2.569388     0.2184132     0.2409236
## 4 4 2017-01-04 2.11     1.993165           1.993165     0.1952743     0.2236250
## 5 5 2017-01-05 1.92     1.813686           1.813686     0.1825451     0.2149410
## 6 6 2017-01-06 1.81     1.709777           1.709777     0.1745729     0.2097500
##   smois60site1a smois60site1b smois30site2a smois30site2b smois60site2a
## 1     0.1988021     0.2463715     0.2162465     0.2141181     0.2191528
## 2     0.2243646     0.2737917     0.2244410     0.2392847     0.2239028
## 3     0.2177813     0.2657361     0.2209722     0.2291771     0.2154028
## 4     0.1993090     0.2483194     0.2058437     0.2039549     0.1967431
## 5     0.1845556     0.2335799     0.1972882     0.1883021     0.1870486
## 6     0.1744132     0.2231181     0.1914861     0.1774236     0.1808646
##   smois60site2b smois30site3a smois30site3b smois60site3a smois60site3b
## 1     0.1775868     0.2830729     0.2573576     0.2625312     0.2399167
## 2     0.2186528     0.2833924     0.2626007     0.2942917     0.2684410
## 3     0.2180486     0.2697604     0.2480833     0.2926944     0.2704132
## 4     0.1968403     0.2399167     0.2206285     0.2794965     0.2609514
## 5     0.1786215     0.2264861     0.2081111     0.2668299     0.2512847
## 6     0.1669340     0.2187014     0.2009896     0.2569028     0.2437292
##   mergedsoilmoisture
## 1          0.2317839
## 2          0.2490255
## 3          0.2422839
## 4          0.2225752
## 5          0.2099661
## 6          0.2015738

head(obsws32smval)

##       X       Date flow discharge_mm observedstreamflow smois30site1a
## 351 351 2017-12-17 2.14     2.021504           2.021504     0.1181493
## 352 352 2017-12-18 2.27     2.144306           2.144306     0.1165625
## 353 353 2017-12-19 2.23     2.106521           2.106521     0.1135139
## 354 354 2017-12-20 3.39     3.202289           3.202289     0.1484514
## 355 355 2017-12-21 2.74     2.588281           2.588281     0.1391528
## 356 356 2017-12-22 2.60     2.456033           2.456033     0.1312049
##     smois30site1b smois60site1a smois60site1b smois30site2a smois30site2b
## 351     0.2395313     0.1677882     0.2054826     0.1575382     0.1352778
## 352     0.2392708     0.1635625     0.2064132     0.1605903     0.1370000
## 353     0.2332326     0.1600174     0.2057812     0.1585660     0.1363750
## 354     0.2609861     0.1844479     0.2319132     0.1872778     0.1721458
## 355     0.2532083     0.2092639     0.2517917     0.1925139     0.1736111
## 356     0.2428194     0.1954965     0.2400937     0.1847604     0.1649479
##     smois60site2a smois60site2b smois30site3a smois30site3b smois60site3a
## 351            NA    0.09663194     0.2347188     0.1869757     0.2350000
## 352            NA    0.09784375     0.2385694     0.1832847     0.2350000
## 353            NA    0.09828472     0.2289757     0.1792153     0.2350000
## 354            NA    0.12405208     0.2609826     0.2203681     0.2421354
## 355            NA    0.14059028     0.2525278     0.2136979     0.2712326
## 356            NA    0.13011806     0.2397049     0.1995382     0.2683160
##     smois60site3b mergedsoilmoisture
## 351     0.2169896          0.1812803
## 352     0.2167847          0.1813529
## 353     0.2160000          0.1786329
## 354     0.2173993          0.2045600
## 355     0.2365937          0.2121985
## 356     0.2404201          0.2034018

#subset Validation range based on Val Dates set by available SM data

validationsubset <- singlerunvalidation$bd[singlerunvalidation$bd$date >= Valdates[1] & singlerunvalidation$bd$date <= Valdates[2], ]

## Fit tests for streamflow

NSE(validationsubset$streamflow,validationsubset$observedstreamflow)

## [1] 0.6757868

NSE(validationsubset$streamflow,validationsubset$observedstreamflow, FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE)

## [1] 0.8907935

KGE(validationsubset$streamflow,validationsubset$observedstreamflow)

## [1] 0.6818219

# Plot Observed and Predicted Streamflow

{plot(validationsubset$date,validationsubset$streamflow, type = 'l', lty = 2, col = 'RED', main = "Validation Subset Observed and Predicted Streamflow")
lines(validationsubset$date,validationsubset$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}

{plot(singlerunvalidation$bd$date,singlerunvalidation$bd$streamflow, type = 'l', lty = 2, col = 'RED', main = "Observed and Predicted Streamflow")
lines(singlerunvalidation$bd$date,singlerunvalidation$bd$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}

#Plot Model RZ SM outputs for patch
{plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l",ylim = c(0,0.50), ylab = "Root Zone Storage (mm/m) ", xlab = "Date", main = 'Root Zone Display Patch')
lines(displaypatch$date,(displaypatch$rz_field_capacity/displaypatch$root.depth), type = "l", col = "blue")
lines(displaypatch$date,(displaypatch$rz_wilting_point/displaypatch$root.depth), type = "l", col = "red")
legend("bottomleft",inset = .1, legend=c("Predicted RZ Storage","RZ Field Capacity","RZ Wilting Point"), col=c("black","blue","red"), lty=1:1)}

{plot(displaypatch$date,(displaypatch$unsat_stor/displaypatch$sat_def_z), type = "l",ylim = c(0,0.50), ylab = "Root Zone Storage (mm/m) ", xlab = "Date", main = 'Root Zone Display Patch')
legend("bottomleft",inset = .1, legend=c("Predicted RZ Storage","RZ Field Capacity","RZ Wilting Point"), col=c("black","blue","red"), lty=1:1)}

# must take seperate markdown file into account, load in mean sm files

# {plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", ylim = c(0,0.4), col = 'BLUE', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Saturated Zone VWC vs Patch #154914",
#      xlab = "Date", ylab = "Soil Moisture mm")
# lines(displaypatch$date,(displaypatch$unsat_stor/displaypatch$sat_def_z), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #154914', col = 'red')
# legend("bottomleft",inset = .01, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("blue","red"), lty=1:1)}

Combine calibration outputs

setwd(system.file("extdata/", package = "RHESSysIOinR"))
getwd()

## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"

dsmdist<- read.csv("out/dsmcalibrationoutput.txt", sep=" ")
ssurgodist<- read.csv("out/ssurgocalibrationoutput.txt", sep = " ")
staticdist<- read.csv("out/staticcalibrationoutput.txt", sep = " ")

paged_table(ssurgodist)

paged_table(dsmdist)

paged_table(staticdist)

ssurgodist$treatment<- 'SSURGO'
dsmdist$treatment<- 'RSS'
staticdist$treatment<- 'Static'

combineddist<- rbind(ssurgodist, dsmdist, staticdist)

ggplot(combineddist, aes(calsmKGE, fill = treatment))+ geom_density(alpha=0.3)

ggplot(combineddist, aes(calKGE, fill = treatment))+ geom_density(alpha=0.3)

smKGEplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")

KGEplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)

ggarrange(smKGEplot,KGEplot, common.legend = TRUE, legend = "top")

smKGEplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")

KGEplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)

ggarrange(smKGEplot,KGEplot, common.legend = TRUE, legend = "top")

text <- "Coweeta Watershed 32 Calibration Performance"
# Create a text grob
tgrob <- text_grob(text,size = 16)
# Draw the text
plot_0 <- as_ggplot(tgrob) + theme(plot.margin = margin(0,3,0,12, "cm"))

ggarrange(plot_0,NULL,smKGEplot,KGEplot,
          ncol = 2,nrow = 2,heights = c(1,5), common.legend = TRUE, legend = "none")

smKGEviolinplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_violin()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")

KGEviolinplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_violin()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)

ggarrange(smKGEviolinplot,KGEviolinplot, common.legend = TRUE, legend = "top")

library(multcompView)
library(datasets)

oneway.test(valsmKGE~treatment, data= combineddist, var.equal = TRUE)

## 
##  One-way analysis of means
## 
## data:  valsmKGE and treatment
## F = 2.5409, num df = 2, denom df = 297, p-value = 0.08051

anova<- aov(valsmKGE~treatment, data = combineddist)

summary(anova)

##              Df Sum Sq Mean Sq F value Pr(>F)  
## treatment     2  0.075 0.03759   2.541 0.0805 .
## Residuals   297  4.394 0.01480                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

tukey <- TukeyHSD(anova)
print(tukey)

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = valsmKGE ~ treatment, data = combineddist)
## 
## $treatment
##                        diff          lwr        upr     p adj
## SSURGO-RSS    -0.0009461387 -0.041466061 0.03957378 0.9983336
## Static-RSS     0.0330998916 -0.007420031 0.07361981 0.1336592
## Static-SSURGO  0.0340460304 -0.006473892 0.07456595 0.1191383

cld <- multcompLetters4(anova,tukey)

print(cld)

## $treatment
## $treatment$Letters
## Static    RSS SSURGO 
##    "a"    "a"    "a" 
## 
## $treatment$LetterMatrix
##           a
## Static TRUE
## RSS    TRUE
## SSURGO TRUE

Run top n model runs for validation

50/50 weighting

validation will only run 2 years before prediction time period

combineddist

##              m          k  soil_dep        m_v        k_v       gw1       gw2
## 1    0.8115587 12.9818436 0.1442946  1.7784187  2.5834092 0.1063849 0.3329867
## 2    2.7841270 11.0174587 0.2046658  2.2751888 13.5264411 0.2729022 0.1265676
## 3    3.6065669 42.4705479 0.3334829  5.7310610 12.2300965 0.1157280 0.1238175
## 4    1.1183908 57.7270214 0.2312525 13.3777251  4.3663649 0.1939364 0.3523919
## 5    2.1358696 43.4289277 0.4902216  1.1249335 12.7637128 0.1823525 0.4052060
## 6    4.8891358 32.0090634 0.3800983  3.6240831 11.8575245 0.1094853 0.2217362
## 7    2.3562261 33.5884820 0.3448886 10.4449966  7.8029518 0.2356164 0.1555823
## 8    2.5533839 59.0167814 0.3732907  8.7465072 11.6696957 0.2074691 0.5803632
## 9    2.2675848 30.8774567 0.1317581 14.9453536  8.9162472 0.1757196 0.4826541
## 10   4.1864205  4.6948664 0.1856927  9.7386932 13.8625461 0.2588259 0.3558502
## 11   1.0316546 22.5692447 0.4569363  2.7855577 10.0474671 0.1731798 0.4224581
## 12   4.4388956 18.0799194 0.3573418  6.0410870  2.5733646 0.1354503 0.3373051
## 13   2.4309148 16.0149320 0.3867412 13.5503146  1.4259135 0.2372927 0.1181370
## 14   2.0876959 29.0008859 0.4996758 14.1192774  7.7939521 0.1017657 0.3769889
## 15   1.5309342 28.5540809 0.1074141  6.3003799  4.7903054 0.2806598 0.5342221
## 16   2.4306993 51.0904426 0.4706274  2.6367178  4.1233681 0.2946266 0.3435252
## 17   2.3192522 21.4368861 0.2643571  8.5138515 11.2549928 0.2106836 0.2693899
## 18   4.4039686 35.6688902 0.2825455  8.0655506  8.4285773 0.1053138 0.3265861
## 19   2.7674743 15.5970858 0.3355404 12.0486264  6.4991524 0.1574695 0.3956286
## 20   3.6851585  2.1587901 0.1538373  4.4412561 12.0260061 0.2407648 0.4971138
## 21   0.8066363 28.1037209 0.1764857 10.7017135 12.3293980 0.1704291 0.3702886
## 22   4.9261619 12.4138466 0.1870961 14.8937916  6.7234495 0.2281210 0.4314206
## 23   1.4927436 55.6738010 0.3820518  8.9746545 10.1265288 0.2403728 0.5408932
## 24   2.6067708 55.3229912 0.3646402 10.1326794  3.1861256 0.1252572 0.3856326
## 25   0.9630431  3.1239228 0.1277909 12.9653747  9.9733858 0.1491120 0.4010802
## 26   3.0640424 11.1522601 0.4228195  1.8303351  2.7383596 0.2850852 0.3060487
## 27   4.0889157 14.9799218 0.2558226  2.4463532 10.8041285 0.1972792 0.1739036
## 28   0.8442982  2.9816063 0.4795979  9.5423555  0.9150671 0.2883834 0.5966064
## 29   3.5530138 41.3684524 0.3614619 12.2980076  7.9556705 0.1007283 0.4448167
## 30   3.5084379 37.2564844 0.1418325 11.7098568 14.7875071 0.1424778 0.5833284
## 31   3.1086098 55.8135024 0.2009914 12.1085379  7.6517125 0.1682955 0.4513853
## 32   2.9083114 29.2524128 0.4010143  6.6747711  9.9199737 0.2109703 0.5746903
## 33   3.1514423  3.7886167 0.1597329  9.4156025 10.9521104 0.1415019 0.4721765
## 34   1.1460680 23.6856348 0.4324826  8.8141474  8.4579355 0.1462275 0.2383339
## 35   4.7383091 17.5702356 0.4279187  1.5689171 14.9953741 0.2453617 0.1884954
## 36   0.6044611 37.9677461 0.2898525  8.2548315 14.0718140 0.1118324 0.4172469
## 37   2.7200532 39.4585961 0.3399293  2.5766526  9.3353026 0.1538116 0.1828853
## 38   0.5419064 40.0108597 0.4932512  4.8103868  3.9870818 0.1933368 0.4358466
## 39   3.2535450 27.1205650 0.1035054 10.9047249 10.5943904 0.2649764 0.5908382
## 40   3.6364426 31.6573635 0.2600197  2.6805099 11.0084957 0.1774595 0.2137496
## 41   0.8613169 52.7294571 0.1165093 11.1672419  7.9075566 0.1466077 0.5075503
## 42   1.8733713 22.2761230 0.1592480  7.0221193  0.6303031 0.1263936 0.5634063
## 43   2.6042830 25.6173303 0.1022973  5.3535854  5.5744954 0.2864952 0.3670720
## 44   0.8255664 16.5661307 0.3958934  3.9789159 14.4379910 0.2326326 0.2474030
## 45   0.9473852  0.6303476 0.1347969  7.6455509 13.1533804 0.2848405 0.2160309
## 46   4.5675645 46.2920082 0.1985024  1.9174382  1.1956946 0.1329673 0.5257056
## 47   3.6381659 40.2739195 0.1512981  2.0938441  6.7183253 0.1462253 0.5113616
## 48   1.0486766 55.0235520 0.3874442  9.1358880  8.6015159 0.2966675 0.4809453
## 49   2.6525687 49.0037672 0.3993358  4.0271624  6.0136199 0.2570980 0.1521520
## 50   3.5589297 20.7278387 0.1706288  8.5466688  2.3576462 0.1615415 0.1148921
## 51   3.5229947  9.5197485 0.2260492 13.2187292  4.7838510 0.2170071 0.3075977
## 52   2.8543015 25.7591751 0.2118643 14.4061882 10.3322498 0.2391771 0.1669920
## 53   1.6581783 19.4695260 0.2897544  5.8993027  7.0268625 0.2513289 0.4122089
## 54   3.0544630 53.5972723 0.4735517  4.6761533  7.1462961 0.2421450 0.3155980
## 55   2.9468827  3.4407768 0.2205239 11.8964781  7.4056357 0.2064748 0.2837541
## 56   3.8464696 59.6445699 0.3483615  1.5541750 12.5110936 0.2596490 0.3846142
## 57   1.4541869 36.8119819 0.3117595  6.9541057  3.5096273 0.2031437 0.5545916
## 58   2.4054220 50.3537853 0.3739636  8.3146811 10.1832744 0.1292354 0.1337266
## 59   1.9782809 56.7869025 0.4049545  5.2100562 11.6089032 0.1027685 0.2967178
## 60   2.0647105 33.5442912 0.2121778 12.1006956 14.5250712 0.2745617 0.4809469
## 61   4.7037319 20.8604306 0.3544561  7.7378925  5.4111998 0.2195332 0.3728983
## 62   2.4462543 26.4719965 0.4602076  7.8474555  9.9640683 0.1403120 0.3384296
## 63   4.6038171 27.9017075 0.2948591  5.1657625 14.2584098 0.2813510 0.2924784
## 64   3.4838642  7.5289162 0.4867368 12.7845386  5.3133940 0.1128379 0.1347968
## 65   2.6138313  5.6710789 0.1625157  2.5374665  3.2755683 0.2793105 0.2388880
## 66   1.3622024 48.4559826 0.1204063 11.4231641 13.6255453 0.1886142 0.2418891
## 67   4.5003882 58.5358617 0.2373027 11.0516171  2.5323886 0.1129073 0.2619864
## 68   3.3761700 56.9100958 0.4814648  7.3888419  7.4416669 0.2221474 0.2041596
## 69   1.2702782 20.0087998 0.2067265  4.1416842  2.0435042 0.2132318 0.5600166
## 70   1.9382026 31.6214702 0.2708043 12.8926551  9.5310539 0.2307229 0.1723591
## 71   2.8195397  8.3144525 0.4533346  7.2494003  4.2948497 0.2712799 0.3725355
## 72   4.3817363 12.0559388 0.3629828  2.2430758 11.5145717 0.1115880 0.5820187
## 73   1.8036078 47.4391969 0.1121936  0.7015457  6.6105202 0.1628452 0.1970549
## 74   0.5021390 11.5361314 0.1240624  4.9070551 14.6728340 0.1232969 0.4378279
## 75   3.9286151 42.1595523 0.1312714  3.3855533  9.0417738 0.2204950 0.3010002
## 76   1.3198374 33.1850005 0.2190696  5.5082291  5.3845395 0.2495562 0.4829507
## 77   0.7348149 13.6983445 0.1682003  6.1653827 10.7362826 0.1801967 0.5547271
## 78   2.1402238 46.8237646 0.1361347  4.4256918  2.7525795 0.1677908 0.4775527
## 79   3.4394860 51.9380326 0.4345161 11.4457054  6.8780050 0.2241162 0.2052367
## 80   1.7671610  6.6807029 0.2777570  5.4252153  0.6640881 0.1633284 0.3612511
## 81   2.1909778 44.4799542 0.3247861  7.1857639  4.5200916 0.1371367 0.3878561
## 82   4.0588411 38.5109186 0.1124772  3.8984715  4.7403682 0.1814567 0.1058140
## 83   0.5618903 45.0884058 0.1632765  7.9111559  1.4240165 0.2127865 0.1284917
## 84   3.9957896 18.1723835 0.3485816  0.5525294  6.9379592 0.1307964 0.3259286
## 85   1.5600956 10.4971454 0.3067809 13.9582197 13.8962272 0.2671612 0.5123328
## 86   1.1150823 14.9673928 0.4252092 10.6028359 11.3433685 0.2162379 0.2548420
## 87   3.8669694 56.2992036 0.3694495 10.9060400  7.0874902 0.1602058 0.2921501
## 88   3.7508927  8.3364048 0.1036121 14.3110174 13.1104444 0.1374484 0.2037134
## 89   4.7515440 17.0405505 0.3755550 10.0112887  5.7827586 0.2041247 0.4988047
## 90   1.6111057 49.5633522 0.1777959  0.8392787  3.7395385 0.1570988 0.5364438
## 91   4.8560606 27.2435453 0.2505366  4.3553460  6.0327268 0.1504867 0.4596559
## 92   2.2015578 12.1427132 0.1906229  8.9302178  1.3288947 0.1983037 0.3696163
## 93   0.7672482 43.7655489 0.4351246  1.2221297  4.0827214 0.1310778 0.1543108
## 94   4.1247243  5.1104851 0.3217916 14.1204003  8.4472290 0.1644749 0.2477216
## 95   1.6748103  2.4103391 0.4151184  5.0593706  6.1235932 0.2395761 0.1429691
## 96   3.6671442 34.9177797 0.1403224  8.3589353  7.2720624 0.2991330 0.2324850
## 97   3.7479864 42.7795663 0.4393579 11.6198664  5.8161344 0.2232496 0.1901390
## 98   0.6819139 36.5533887 0.4097231  2.9463656 14.3004274 0.2919805 0.2633689
## 99   2.0693061  6.5686796 0.2692404 12.3948232  4.5566271 0.1714512 0.1245808
## 100  2.9651592 14.6037972 0.2179415 13.6775044  3.6078740 0.2558893 0.5479919
## 110  0.8115587 12.9818436 0.1442946  1.7784187  2.5834092 0.1063849 0.3329867
## 210  2.7841270 11.0174587 0.2046658  2.2751888 13.5264411 0.2729022 0.1265676
## 310  3.6065669 42.4705479 0.3334829  5.7310610 12.2300965 0.1157280 0.1238175
## 410  1.1183908 57.7270214 0.2312525 13.3777251  4.3663649 0.1939364 0.3523919
## 510  2.1358696 43.4289277 0.4902216  1.1249335 12.7637128 0.1823525 0.4052060
## 610  4.8891358 32.0090634 0.3800983  3.6240831 11.8575245 0.1094853 0.2217362
## 710  2.3562261 33.5884820 0.3448886 10.4449966  7.8029518 0.2356164 0.1555823
## 810  2.5533839 59.0167814 0.3732907  8.7465072 11.6696957 0.2074691 0.5803632
## 910  2.2675848 30.8774567 0.1317581 14.9453536  8.9162472 0.1757196 0.4826541
## 101  4.1864205  4.6948664 0.1856927  9.7386932 13.8625461 0.2588259 0.3558502
## 111  1.0316546 22.5692447 0.4569363  2.7855577 10.0474671 0.1731798 0.4224581
## 121  4.4388956 18.0799194 0.3573418  6.0410870  2.5733646 0.1354503 0.3373051
## 131  2.4309148 16.0149320 0.3867412 13.5503146  1.4259135 0.2372927 0.1181370
## 141  2.0876959 29.0008859 0.4996758 14.1192774  7.7939521 0.1017657 0.3769889
## 151  1.5309342 28.5540809 0.1074141  6.3003799  4.7903054 0.2806598 0.5342221
## 161  2.4306993 51.0904426 0.4706274  2.6367178  4.1233681 0.2946266 0.3435252
## 171  2.3192522 21.4368861 0.2643571  8.5138515 11.2549928 0.2106836 0.2693899
## 181  4.4039686 35.6688902 0.2825455  8.0655506  8.4285773 0.1053138 0.3265861
## 191  2.7674743 15.5970858 0.3355404 12.0486264  6.4991524 0.1574695 0.3956286
## 201  3.6851585  2.1587901 0.1538373  4.4412561 12.0260061 0.2407648 0.4971138
## 211  0.8066363 28.1037209 0.1764857 10.7017135 12.3293980 0.1704291 0.3702886
## 221  4.9261619 12.4138466 0.1870961 14.8937916  6.7234495 0.2281210 0.4314206
## 231  1.4927436 55.6738010 0.3820518  8.9746545 10.1265288 0.2403728 0.5408932
## 241  2.6067708 55.3229912 0.3646402 10.1326794  3.1861256 0.1252572 0.3856326
## 251  0.9630431  3.1239228 0.1277909 12.9653747  9.9733858 0.1491120 0.4010802
## 261  3.0640424 11.1522601 0.4228195  1.8303351  2.7383596 0.2850852 0.3060487
## 271  4.0889157 14.9799218 0.2558226  2.4463532 10.8041285 0.1972792 0.1739036
## 281  0.8442982  2.9816063 0.4795979  9.5423555  0.9150671 0.2883834 0.5966064
## 291  3.5530138 41.3684524 0.3614619 12.2980076  7.9556705 0.1007283 0.4448167
## 301  3.5084379 37.2564844 0.1418325 11.7098568 14.7875071 0.1424778 0.5833284
## 311  3.1086098 55.8135024 0.2009914 12.1085379  7.6517125 0.1682955 0.4513853
## 321  2.9083114 29.2524128 0.4010143  6.6747711  9.9199737 0.2109703 0.5746903
## 331  3.1514423  3.7886167 0.1597329  9.4156025 10.9521104 0.1415019 0.4721765
## 341  1.1460680 23.6856348 0.4324826  8.8141474  8.4579355 0.1462275 0.2383339
## 351  4.7383091 17.5702356 0.4279187  1.5689171 14.9953741 0.2453617 0.1884954
## 361  0.6044611 37.9677461 0.2898525  8.2548315 14.0718140 0.1118324 0.4172469
## 371  2.7200532 39.4585961 0.3399293  2.5766526  9.3353026 0.1538116 0.1828853
## 381  0.5419064 40.0108597 0.4932512  4.8103868  3.9870818 0.1933368 0.4358466
## 391  3.2535450 27.1205650 0.1035054 10.9047249 10.5943904 0.2649764 0.5908382
## 401  3.6364426 31.6573635 0.2600197  2.6805099 11.0084957 0.1774595 0.2137496
## 411  0.8613169 52.7294571 0.1165093 11.1672419  7.9075566 0.1466077 0.5075503
## 421  1.8733713 22.2761230 0.1592480  7.0221193  0.6303031 0.1263936 0.5634063
## 431  2.6042830 25.6173303 0.1022973  5.3535854  5.5744954 0.2864952 0.3670720
## 441  0.8255664 16.5661307 0.3958934  3.9789159 14.4379910 0.2326326 0.2474030
## 451  0.9473852  0.6303476 0.1347969  7.6455509 13.1533804 0.2848405 0.2160309
## 461  4.5675645 46.2920082 0.1985024  1.9174382  1.1956946 0.1329673 0.5257056
## 471  3.6381659 40.2739195 0.1512981  2.0938441  6.7183253 0.1462253 0.5113616
## 481  1.0486766 55.0235520 0.3874442  9.1358880  8.6015159 0.2966675 0.4809453
## 491  2.6525687 49.0037672 0.3993358  4.0271624  6.0136199 0.2570980 0.1521520
## 501  3.5589297 20.7278387 0.1706288  8.5466688  2.3576462 0.1615415 0.1148921
## 511  3.5229947  9.5197485 0.2260492 13.2187292  4.7838510 0.2170071 0.3075977
## 521  2.8543015 25.7591751 0.2118643 14.4061882 10.3322498 0.2391771 0.1669920
## 531  1.6581783 19.4695260 0.2897544  5.8993027  7.0268625 0.2513289 0.4122089
## 541  3.0544630 53.5972723 0.4735517  4.6761533  7.1462961 0.2421450 0.3155980
## 551  2.9468827  3.4407768 0.2205239 11.8964781  7.4056357 0.2064748 0.2837541
## 561  3.8464696 59.6445699 0.3483615  1.5541750 12.5110936 0.2596490 0.3846142
## 571  1.4541869 36.8119819 0.3117595  6.9541057  3.5096273 0.2031437 0.5545916
## 581  2.4054220 50.3537853 0.3739636  8.3146811 10.1832744 0.1292354 0.1337266
## 591  1.9782809 56.7869025 0.4049545  5.2100562 11.6089032 0.1027685 0.2967178
## 601  2.0647105 33.5442912 0.2121778 12.1006956 14.5250712 0.2745617 0.4809469
## 611  4.7037319 20.8604306 0.3544561  7.7378925  5.4111998 0.2195332 0.3728983
## 621  2.4462543 26.4719965 0.4602076  7.8474555  9.9640683 0.1403120 0.3384296
## 631  4.6038171 27.9017075 0.2948591  5.1657625 14.2584098 0.2813510 0.2924784
## 641  3.4838642  7.5289162 0.4867368 12.7845386  5.3133940 0.1128379 0.1347968
## 651  2.6138313  5.6710789 0.1625157  2.5374665  3.2755683 0.2793105 0.2388880
## 661  1.3622024 48.4559826 0.1204063 11.4231641 13.6255453 0.1886142 0.2418891
## 671  4.5003882 58.5358617 0.2373027 11.0516171  2.5323886 0.1129073 0.2619864
## 681  3.3761700 56.9100958 0.4814648  7.3888419  7.4416669 0.2221474 0.2041596
## 691  1.2702782 20.0087998 0.2067265  4.1416842  2.0435042 0.2132318 0.5600166
## 701  1.9382026 31.6214702 0.2708043 12.8926551  9.5310539 0.2307229 0.1723591
## 711  2.8195397  8.3144525 0.4533346  7.2494003  4.2948497 0.2712799 0.3725355
## 721  4.3817363 12.0559388 0.3629828  2.2430758 11.5145717 0.1115880 0.5820187
## 731  1.8036078 47.4391969 0.1121936  0.7015457  6.6105202 0.1628452 0.1970549
## 741  0.5021390 11.5361314 0.1240624  4.9070551 14.6728340 0.1232969 0.4378279
## 751  3.9286151 42.1595523 0.1312714  3.3855533  9.0417738 0.2204950 0.3010002
## 761  1.3198374 33.1850005 0.2190696  5.5082291  5.3845395 0.2495562 0.4829507
## 771  0.7348149 13.6983445 0.1682003  6.1653827 10.7362826 0.1801967 0.5547271
## 781  2.1402238 46.8237646 0.1361347  4.4256918  2.7525795 0.1677908 0.4775527
## 791  3.4394860 51.9380326 0.4345161 11.4457054  6.8780050 0.2241162 0.2052367
## 801  1.7671610  6.6807029 0.2777570  5.4252153  0.6640881 0.1633284 0.3612511
## 811  2.1909778 44.4799542 0.3247861  7.1857639  4.5200916 0.1371367 0.3878561
## 821  4.0588411 38.5109186 0.1124772  3.8984715  4.7403682 0.1814567 0.1058140
## 831  0.5618903 45.0884058 0.1632765  7.9111559  1.4240165 0.2127865 0.1284917
## 841  3.9957896 18.1723835 0.3485816  0.5525294  6.9379592 0.1307964 0.3259286
## 851  1.5600956 10.4971454 0.3067809 13.9582197 13.8962272 0.2671612 0.5123328
## 861  1.1150823 14.9673928 0.4252092 10.6028359 11.3433685 0.2162379 0.2548420
## 871  3.8669694 56.2992036 0.3694495 10.9060400  7.0874902 0.1602058 0.2921501
## 881  3.7508927  8.3364048 0.1036121 14.3110174 13.1104444 0.1374484 0.2037134
## 891  4.7515440 17.0405505 0.3755550 10.0112887  5.7827586 0.2041247 0.4988047
## 901  1.6111057 49.5633522 0.1777959  0.8392787  3.7395385 0.1570988 0.5364438
## 911  4.8560606 27.2435453 0.2505366  4.3553460  6.0327268 0.1504867 0.4596559
## 921  2.2015578 12.1427132 0.1906229  8.9302178  1.3288947 0.1983037 0.3696163
## 931  0.7672482 43.7655489 0.4351246  1.2221297  4.0827214 0.1310778 0.1543108
## 941  4.1247243  5.1104851 0.3217916 14.1204003  8.4472290 0.1644749 0.2477216
## 951  1.6748103  2.4103391 0.4151184  5.0593706  6.1235932 0.2395761 0.1429691
## 961  3.6671442 34.9177797 0.1403224  8.3589353  7.2720624 0.2991330 0.2324850
## 971  3.7479864 42.7795663 0.4393579 11.6198664  5.8161344 0.2232496 0.1901390
## 981  0.6819139 36.5533887 0.4097231  2.9463656 14.3004274 0.2919805 0.2633689
## 991  2.0693061  6.5686796 0.2692404 12.3948232  4.5566271 0.1714512 0.1245808
## 1001 2.9651592 14.6037972 0.2179415 13.6775044  3.6078740 0.2558893 0.5479919
## 112  0.8115587 12.9818436 0.1442946  1.7784187  2.5834092 0.1063849 0.3329867
## 212  2.7841270 11.0174587 0.2046658  2.2751888 13.5264411 0.2729022 0.1265676
## 312  3.6065669 42.4705479 0.3334829  5.7310610 12.2300965 0.1157280 0.1238175
## 412  1.1183908 57.7270214 0.2312525 13.3777251  4.3663649 0.1939364 0.3523919
## 512  2.1358696 43.4289277 0.4902216  1.1249335 12.7637128 0.1823525 0.4052060
## 612  4.8891358 32.0090634 0.3800983  3.6240831 11.8575245 0.1094853 0.2217362
## 712  2.3562261 33.5884820 0.3448886 10.4449966  7.8029518 0.2356164 0.1555823
## 812  2.5533839 59.0167814 0.3732907  8.7465072 11.6696957 0.2074691 0.5803632
## 912  2.2675848 30.8774567 0.1317581 14.9453536  8.9162472 0.1757196 0.4826541
## 102  4.1864205  4.6948664 0.1856927  9.7386932 13.8625461 0.2588259 0.3558502
## 113  1.0316546 22.5692447 0.4569363  2.7855577 10.0474671 0.1731798 0.4224581
## 122  4.4388956 18.0799194 0.3573418  6.0410870  2.5733646 0.1354503 0.3373051
## 132  2.4309148 16.0149320 0.3867412 13.5503146  1.4259135 0.2372927 0.1181370
## 142  2.0876959 29.0008859 0.4996758 14.1192774  7.7939521 0.1017657 0.3769889
## 152  1.5309342 28.5540809 0.1074141  6.3003799  4.7903054 0.2806598 0.5342221
## 162  2.4306993 51.0904426 0.4706274  2.6367178  4.1233681 0.2946266 0.3435252
## 172  2.3192522 21.4368861 0.2643571  8.5138515 11.2549928 0.2106836 0.2693899
## 182  4.4039686 35.6688902 0.2825455  8.0655506  8.4285773 0.1053138 0.3265861
## 192  2.7674743 15.5970858 0.3355404 12.0486264  6.4991524 0.1574695 0.3956286
## 202  3.6851585  2.1587901 0.1538373  4.4412561 12.0260061 0.2407648 0.4971138
## 213  0.8066363 28.1037209 0.1764857 10.7017135 12.3293980 0.1704291 0.3702886
## 222  4.9261619 12.4138466 0.1870961 14.8937916  6.7234495 0.2281210 0.4314206
## 232  1.4927436 55.6738010 0.3820518  8.9746545 10.1265288 0.2403728 0.5408932
## 242  2.6067708 55.3229912 0.3646402 10.1326794  3.1861256 0.1252572 0.3856326
## 252  0.9630431  3.1239228 0.1277909 12.9653747  9.9733858 0.1491120 0.4010802
## 262  3.0640424 11.1522601 0.4228195  1.8303351  2.7383596 0.2850852 0.3060487
## 272  4.0889157 14.9799218 0.2558226  2.4463532 10.8041285 0.1972792 0.1739036
## 282  0.8442982  2.9816063 0.4795979  9.5423555  0.9150671 0.2883834 0.5966064
## 292  3.5530138 41.3684524 0.3614619 12.2980076  7.9556705 0.1007283 0.4448167
## 302  3.5084379 37.2564844 0.1418325 11.7098568 14.7875071 0.1424778 0.5833284
## 313  3.1086098 55.8135024 0.2009914 12.1085379  7.6517125 0.1682955 0.4513853
## 322  2.9083114 29.2524128 0.4010143  6.6747711  9.9199737 0.2109703 0.5746903
## 332  3.1514423  3.7886167 0.1597329  9.4156025 10.9521104 0.1415019 0.4721765
## 342  1.1460680 23.6856348 0.4324826  8.8141474  8.4579355 0.1462275 0.2383339
## 352  4.7383091 17.5702356 0.4279187  1.5689171 14.9953741 0.2453617 0.1884954
## 362  0.6044611 37.9677461 0.2898525  8.2548315 14.0718140 0.1118324 0.4172469
## 372  2.7200532 39.4585961 0.3399293  2.5766526  9.3353026 0.1538116 0.1828853
## 382  0.5419064 40.0108597 0.4932512  4.8103868  3.9870818 0.1933368 0.4358466
## 392  3.2535450 27.1205650 0.1035054 10.9047249 10.5943904 0.2649764 0.5908382
## 402  3.6364426 31.6573635 0.2600197  2.6805099 11.0084957 0.1774595 0.2137496
## 413  0.8613169 52.7294571 0.1165093 11.1672419  7.9075566 0.1466077 0.5075503
## 422  1.8733713 22.2761230 0.1592480  7.0221193  0.6303031 0.1263936 0.5634063
## 432  2.6042830 25.6173303 0.1022973  5.3535854  5.5744954 0.2864952 0.3670720
## 442  0.8255664 16.5661307 0.3958934  3.9789159 14.4379910 0.2326326 0.2474030
## 452  0.9473852  0.6303476 0.1347969  7.6455509 13.1533804 0.2848405 0.2160309
## 462  4.5675645 46.2920082 0.1985024  1.9174382  1.1956946 0.1329673 0.5257056
## 472  3.6381659 40.2739195 0.1512981  2.0938441  6.7183253 0.1462253 0.5113616
## 482  1.0486766 55.0235520 0.3874442  9.1358880  8.6015159 0.2966675 0.4809453
## 492  2.6525687 49.0037672 0.3993358  4.0271624  6.0136199 0.2570980 0.1521520
## 502  3.5589297 20.7278387 0.1706288  8.5466688  2.3576462 0.1615415 0.1148921
## 513  3.5229947  9.5197485 0.2260492 13.2187292  4.7838510 0.2170071 0.3075977
## 522  2.8543015 25.7591751 0.2118643 14.4061882 10.3322498 0.2391771 0.1669920
## 532  1.6581783 19.4695260 0.2897544  5.8993027  7.0268625 0.2513289 0.4122089
## 542  3.0544630 53.5972723 0.4735517  4.6761533  7.1462961 0.2421450 0.3155980
## 552  2.9468827  3.4407768 0.2205239 11.8964781  7.4056357 0.2064748 0.2837541
## 562  3.8464696 59.6445699 0.3483615  1.5541750 12.5110936 0.2596490 0.3846142
## 572  1.4541869 36.8119819 0.3117595  6.9541057  3.5096273 0.2031437 0.5545916
## 582  2.4054220 50.3537853 0.3739636  8.3146811 10.1832744 0.1292354 0.1337266
## 592  1.9782809 56.7869025 0.4049545  5.2100562 11.6089032 0.1027685 0.2967178
## 602  2.0647105 33.5442912 0.2121778 12.1006956 14.5250712 0.2745617 0.4809469
## 613  4.7037319 20.8604306 0.3544561  7.7378925  5.4111998 0.2195332 0.3728983
## 622  2.4462543 26.4719965 0.4602076  7.8474555  9.9640683 0.1403120 0.3384296
## 632  4.6038171 27.9017075 0.2948591  5.1657625 14.2584098 0.2813510 0.2924784
## 642  3.4838642  7.5289162 0.4867368 12.7845386  5.3133940 0.1128379 0.1347968
## 652  2.6138313  5.6710789 0.1625157  2.5374665  3.2755683 0.2793105 0.2388880
## 662  1.3622024 48.4559826 0.1204063 11.4231641 13.6255453 0.1886142 0.2418891
## 672  4.5003882 58.5358617 0.2373027 11.0516171  2.5323886 0.1129073 0.2619864
## 682  3.3761700 56.9100958 0.4814648  7.3888419  7.4416669 0.2221474 0.2041596
## 692  1.2702782 20.0087998 0.2067265  4.1416842  2.0435042 0.2132318 0.5600166
## 702  1.9382026 31.6214702 0.2708043 12.8926551  9.5310539 0.2307229 0.1723591
## 713  2.8195397  8.3144525 0.4533346  7.2494003  4.2948497 0.2712799 0.3725355
## 722  4.3817363 12.0559388 0.3629828  2.2430758 11.5145717 0.1115880 0.5820187
## 732  1.8036078 47.4391969 0.1121936  0.7015457  6.6105202 0.1628452 0.1970549
## 742  0.5021390 11.5361314 0.1240624  4.9070551 14.6728340 0.1232969 0.4378279
## 752  3.9286151 42.1595523 0.1312714  3.3855533  9.0417738 0.2204950 0.3010002
## 762  1.3198374 33.1850005 0.2190696  5.5082291  5.3845395 0.2495562 0.4829507
## 772  0.7348149 13.6983445 0.1682003  6.1653827 10.7362826 0.1801967 0.5547271
## 782  2.1402238 46.8237646 0.1361347  4.4256918  2.7525795 0.1677908 0.4775527
## 792  3.4394860 51.9380326 0.4345161 11.4457054  6.8780050 0.2241162 0.2052367
## 802  1.7671610  6.6807029 0.2777570  5.4252153  0.6640881 0.1633284 0.3612511
## 813  2.1909778 44.4799542 0.3247861  7.1857639  4.5200916 0.1371367 0.3878561
## 822  4.0588411 38.5109186 0.1124772  3.8984715  4.7403682 0.1814567 0.1058140
## 832  0.5618903 45.0884058 0.1632765  7.9111559  1.4240165 0.2127865 0.1284917
## 842  3.9957896 18.1723835 0.3485816  0.5525294  6.9379592 0.1307964 0.3259286
## 852  1.5600956 10.4971454 0.3067809 13.9582197 13.8962272 0.2671612 0.5123328
## 862  1.1150823 14.9673928 0.4252092 10.6028359 11.3433685 0.2162379 0.2548420
## 872  3.8669694 56.2992036 0.3694495 10.9060400  7.0874902 0.1602058 0.2921501
## 882  3.7508927  8.3364048 0.1036121 14.3110174 13.1104444 0.1374484 0.2037134
## 892  4.7515440 17.0405505 0.3755550 10.0112887  5.7827586 0.2041247 0.4988047
## 902  1.6111057 49.5633522 0.1777959  0.8392787  3.7395385 0.1570988 0.5364438
## 913  4.8560606 27.2435453 0.2505366  4.3553460  6.0327268 0.1504867 0.4596559
## 922  2.2015578 12.1427132 0.1906229  8.9302178  1.3288947 0.1983037 0.3696163
## 932  0.7672482 43.7655489 0.4351246  1.2221297  4.0827214 0.1310778 0.1543108
## 942  4.1247243  5.1104851 0.3217916 14.1204003  8.4472290 0.1644749 0.2477216
## 952  1.6748103  2.4103391 0.4151184  5.0593706  6.1235932 0.2395761 0.1429691
## 962  3.6671442 34.9177797 0.1403224  8.3589353  7.2720624 0.2991330 0.2324850
## 972  3.7479864 42.7795663 0.4393579 11.6198664  5.8161344 0.2232496 0.1901390
## 982  0.6819139 36.5533887 0.4097231  2.9463656 14.3004274 0.2919805 0.2633689
## 992  2.0693061  6.5686796 0.2692404 12.3948232  4.5566271 0.1714512 0.1245808
## 1002 2.9651592 14.6037972 0.2179415 13.6775044  3.6078740 0.2558893 0.5479919
##             pa       po   vgseng1   vgseng2   vgseng3 run rowname           NSE
## 1    0.8753956 1.711704 0.1848190 0.6374017 0.6339056   1    8506 -2.294627e-01
## 2    0.6455672 1.515586 1.1269169 1.3328733 1.9187455   2    5897  3.795423e-01
## 3    0.3711340 1.836492 1.4726866 1.7228532 0.3591769   3    3494  3.059177e-01
## 4    0.4213273 1.805660 0.6325021 0.2313612 1.6994740   4    9053  3.977137e-01
## 5    0.6470131 1.488391 1.2440302 1.2655707 1.4225798   5    7285  4.402056e-01
## 6    0.9199005 1.144617 1.5290578 0.4528317 0.2886629   6    6942  2.326894e-01
## 7    0.1815132 1.571005 0.5780597 0.4618857 1.1688740   7     706  4.128507e-01
## 8    0.4734452 1.192401 1.3449995 0.9957604 1.2516301   8    5004  3.836572e-01
## 9    0.2248604 1.663657 0.8325073 1.0204074 1.7589968   9    5934  5.027405e-01
## 10   0.7963999 1.845417 0.2956789 0.5029579 1.7267453  10    4411  3.670256e-01
## 11   0.8970961 1.033028 1.0245331 1.7907642 0.4930361  11    1752 -4.012845e-02
## 12   0.5805299 1.200396 1.3169421 1.5392958 0.1081343  12    7824  3.257805e-01
## 13   0.9854594 1.403624 1.7532142 1.0680337 1.0780295  13    9919  2.560336e-01
## 14   0.1226191 1.653936 1.6036616 1.9199043 1.0262472  14    1795  6.005197e-01
## 15   0.2529330 1.159871 1.2694891 1.2253678 0.3437766  15    1080  4.842813e-01
## 16   0.1100558 1.992709 0.4747644 0.2698218 1.4085338  16    6625  3.870137e-01
## 17   0.5544086 1.422532 1.6503057 0.5528959 1.4647654  17    2249  3.307300e-01
## 18   0.8181055 1.883137 0.7566292 0.7159607 0.1955128  18    4200  2.538726e-01
## 19   0.3997139 1.546172 0.7704138 0.9012038 0.5794276  19    6505  4.137374e-01
## 20   0.7865595 1.261572 0.3719612 0.2090016 0.9000129  20    2391  3.246764e-01
## 21   0.6080791 1.793820 0.2648830 0.1206472 1.0768259  21    6841 -1.194806e-02
## 22   0.2832483 1.922145 1.5145468 1.9285252 0.3872417  22     737  3.895578e-01
## 23   0.5513105 1.289288 0.3846172 0.6237507 1.8622866  23    5580  2.613945e-01
## 24   0.8117295 1.808165 0.1035483 0.8834563 0.9352696  24    8552  3.044421e-01
## 25   0.5352164 1.170351 1.9969507 1.3104795 1.2714553  25    3804 -1.219402e-01
## 26   0.3376457 1.004376 0.9919196 0.5236577 0.2409301  26    5508  4.323844e-01
## 27   0.4612774 1.603952 1.4852232 0.4827150 0.6213998  27     177  4.306799e-01
## 28   0.5408733 1.897104 1.5652902 1.8133974 0.9669966  28    5803  2.526640e-01
## 29   0.1895593 1.980162 0.6505244 1.4181253 1.7487341  29    3038  3.526392e-01
## 30   0.4739964 1.234347 1.4601860 1.4996198 1.0501203  30    4342  3.338547e-01
## 31   0.6169484 1.306215 1.6664309 1.9888236 0.5311252  31    6044  3.335751e-01
## 32   0.1309341 1.049735 0.5414309 1.1421273 1.3505493  32    3214  4.703394e-01
## 33   0.9773088 1.643913 0.2242407 1.8962078 0.4193384  33    4580  1.281467e-01
## 34   0.8368970 1.689157 1.2307975 1.3148514 0.8695490  34    7224 -6.666818e-02
## 35   0.2496649 1.901384 0.1972994 0.9011711 0.8835245  35    8708  6.119114e-02
## 36   0.4893251 1.506893 0.2734149 0.5577553 1.3184099  36    4055 -2.718619e-01
## 37   0.7273503 1.940187 1.3986779 0.9789022 1.6476437  37    1217  3.983769e-01
## 38   0.7527791 1.293470 1.3719653 1.5856779 1.4452609  38    3237 -1.179438e-01
## 39   0.3803811 1.148325 0.5343755 1.9393245 0.9061472  39    3532  4.020979e-01
## 40   0.3096066 1.267646 0.4268627 0.2730577 1.7451620  40    3356  3.951939e-01
## 41   0.3312359 1.390909 1.3905736 0.1711928 1.7782499  41    9459  1.955247e-01
## 42   0.2832660 1.411360 1.7240456 0.1822107 0.6668929  42    8064  5.179511e-01
## 43   0.3553713 1.573322 1.5593718 1.1877182 1.1004340  43     893  4.652187e-01
## 44   0.7116275 1.247410 0.6050156 0.4716875 0.8076044  44    6764  8.910992e-03
## 45   0.6910346 1.524622 0.6190984 1.5612780 0.6456967  45    7204  2.950111e-01
## 46   0.9130622 1.437804 1.4441157 0.9663347 1.9945348  46    5054  4.451639e-01
## 47   0.2150016 1.863809 0.9337972 1.7201381 1.9653277  47    4037  8.866979e-02
## 48   0.3253652 1.115439 1.9942304 0.5926981 0.9911967  48    8866  3.468418e-01
## 49   0.1534011 1.542591 0.9496527 0.3865867 1.2116997  49    7735  3.685739e-01
## 50   0.8598068 1.194934 1.6172569 0.3054211 0.7789004  50    3669  2.388861e-01
## 51   0.3697627 1.234456 0.9216642 1.7717416 0.9491127  51    1254  4.010946e-01
## 52   0.5798978 1.588572 1.1998841 0.8837116 0.3068198  52    2533  3.013706e-01
## 53   0.1079490 1.948763 0.2863847 1.4336734 0.1687229  53    7914  5.210870e-01
## 54   0.1658471 1.469289 1.7356937 1.0830052 0.1159426  54    7408  4.156605e-01
## 55   0.9360644 1.866700 1.7881573 1.8449389 0.7192573  55    5946  2.656752e-01
## 56   0.5580406 1.770683 1.1353978 0.9354532 0.7728172  56    4077  4.377715e-01
## 57   0.1456512 1.353085 0.9836987 1.1054259 1.9351773  57    5176  5.173792e-01
## 58   0.9528590 1.331282 1.5669641 1.1263939 1.8224229  58    9869  1.246359e-01
## 59   0.3977385 1.796677 0.1345125 0.7026631 1.3480638  59    8281  4.270798e-01
## 60   0.9012121 1.165378 1.8071785 1.2138437 0.7606092  60    9681  1.814227e-01
## 61   0.7652695 1.275884 1.1537408 0.8412759 0.5471447  61     578  3.265672e-01
## 62   0.2869314 1.206628 0.6879964 1.4109034 1.5394844  62    3052  4.314784e-01
## 63   0.8869237 1.015035 1.2086488 0.4180534 1.9218851  63    8024  3.445667e-01
## 64   0.4070213 1.986351 0.7231657 1.5922106 1.8356137  64    3312  3.979366e-01
## 65   0.4814200 1.401737 0.7802282 1.8985827 1.5735229  65    3003  4.899493e-01
## 66   0.9900806 1.456124 1.1610083 0.3437685 0.7431269  66    9125 -8.884560e-02
## 67   0.5978626 1.303494 1.5896562 1.8896557 1.7003846  67    2552  2.367606e-01
## 68   0.5174098 1.631390 0.6274619 0.1944079 0.2168547  68    9167  3.003746e-01
## 69   0.4260243 1.373501 0.3228994 1.6444722 1.3932900  69    2594  3.598773e-01
## 70   0.3027831 1.824512 0.9094635 0.2217183 1.2393257  70    1106  4.429912e-01
## 71   0.9388280 1.082722 0.8931955 0.2246538 1.8759478  71    2939  2.994889e-01
## 72   0.3516390 1.740166 0.2441062 1.8328146 1.3602947  72     995  1.912136e-01
## 73   0.5610837 1.227570 1.2984805 1.3932931 1.5558770  73    2721  4.837098e-01
## 74   0.4595834 1.157634 1.6286380 0.3599406 0.6872486  74    9387 -5.515708e-01
## 75   0.1592089 1.215439 1.9352173 0.7657488 0.5428330  75    9688  3.519572e-01
## 76   0.4111238 1.018561 0.8485674 0.5751015 0.8690104  76     415  3.180632e-01
## 77   0.6491635 1.080055 1.7079750 1.3464609 1.3738110  77    6026 -1.064360e-01
## 78   0.9627291 1.234905 0.8718315 0.8435343 1.5137707  78    1205  3.386488e-01
## 79   0.3311302 1.323297 1.9117229 1.5302799 1.6709768  79    2200  3.370354e-01
## 80   0.7335131 1.341886 1.0858487 0.7777550 1.1440309  80    3283  3.987588e-01
## 81   0.5005505 1.969861 0.6132443 0.3808846 1.0982441  81     948  4.446570e-01
## 82   0.7569778 1.575607 1.6372074 1.1495433 1.2199420  82     465  2.452480e-01
## 83   0.9439019 1.620943 0.1603868 0.6870437 1.9083232  83    5676 -3.321714e-02
## 84   0.3929147 1.873401 1.9003127 0.1380209 1.8668526  84    3931  3.952870e-01
## 85   0.7780805 1.003883 0.5585226 0.9286186 0.8398819  85      82  9.565883e-02
## 86   0.2121129 1.812964 0.1934825 1.6667820 1.1793951  86    7402  4.432306e-01
## 87   0.4968740 1.179781 0.4033399 1.1639206 0.6033722  87    5014  2.629721e-01
## 88   0.5648352 1.734536 0.9721822 0.4014307 1.6764221  88    9787  2.946466e-01
## 89   0.7819786 1.053780 0.2156483 0.8375900 0.3336302  89    4103  2.984882e-01
## 90   0.6805852 1.456320 0.4474065 1.1640756 1.5936670  90    5239  3.206002e-01
## 91   0.1743927 1.179771 1.0520151 1.2447777 1.7686111  91    1007  3.375106e-01
## 92   0.8477374 1.836214 1.8768113 1.4908241 1.7728976  92    1005  4.380325e-01
## 93   0.4414554 1.525440 1.8426234 1.2018530 1.6078887  93    3105  2.613442e-01
## 94   0.1421548 1.851646 0.5612258 0.6645525 0.7004942  94    7217  4.234889e-01
## 95   0.3939743 1.103646 1.7692819 0.4378215 1.7109384  95    6123  3.155375e-01
## 96   0.6962178 1.065113 1.0979954 1.4449212 1.1202716  96    8423  3.366598e-01
## 97   0.2442878 1.319471 0.9794036 1.7373237 1.5744225  97    4933  3.189130e-01
## 98   0.5272683 1.892592 0.6080738 1.2911031 1.8928582  98    7250  2.613000e-01
## 99   0.2365460 1.585737 1.6727967 1.3640529 0.1090854  99    4523  5.644380e-01
## 100  0.1625449 1.760417 1.1755989 1.1948756 0.1889951 100    9099  4.993726e-01
## 110  0.8753956 1.711704 0.1848190 0.6374017 0.6339056   1    8506 -2.360395e-01
## 210  0.6455672 1.515586 1.1269169 1.3328733 1.9187455   2    5897  3.887868e-01
## 310  0.3711340 1.836492 1.4726866 1.7228532 0.3591769   3    3494  3.906302e-01
## 410  0.4213273 1.805660 0.6325021 0.2313612 1.6994740   4    9053  3.026346e-01
## 510  0.6470131 1.488391 1.2440302 1.2655707 1.4225798   5    7285  5.027318e-01
## 610  0.9199005 1.144617 1.5290578 0.4528317 0.2886629   6    6942  3.115251e-01
## 710  0.1815132 1.571005 0.5780597 0.4618857 1.1688740   7     706  4.819428e-01
## 810  0.4734452 1.192401 1.3449995 0.9957604 1.2516301   8    5004  3.490479e-01
## 910  0.2248604 1.663657 0.8325073 1.0204074 1.7589968   9    5934  5.435193e-01
## 101  0.7963999 1.845417 0.2956789 0.5029579 1.7267453  10    4411  2.476993e-01
## 111  0.8970961 1.033028 1.0245331 1.7907642 0.4930361  11    1752 -2.032427e-02
## 121  0.5805299 1.200396 1.3169421 1.5392958 0.1081343  12    7824  4.164035e-01
## 131  0.9854594 1.403624 1.7532142 1.0680337 1.0780295  13    9919  2.012254e-01
## 141  0.1226191 1.653936 1.6036616 1.9199043 1.0262472  14    1795  6.456079e-01
## 151  0.2529330 1.159871 1.2694891 1.2253678 0.3437766  15    1080  4.805966e-01
## 161  0.1100558 1.992709 0.4747644 0.2698218 1.4085338  16    6625  4.427414e-01
## 171  0.5544086 1.422532 1.6503057 0.5528959 1.4647654  17    2249  2.258761e-01
## 181  0.8181055 1.883137 0.7566292 0.7159607 0.1955128  18    4200  3.063614e-01
## 191  0.3997139 1.546172 0.7704138 0.9012038 0.5794276  19    6505  4.184295e-01
## 201  0.7865595 1.261572 0.3719612 0.2090016 0.9000129  20    2391  3.297727e-01
## 211  0.6080791 1.793820 0.2648830 0.1206472 1.0768259  21    6841 -9.222595e-02
## 221  0.2832483 1.922145 1.5145468 1.9285252 0.3872417  22     737  4.437850e-01
## 231  0.5513105 1.289288 0.3846172 0.6237507 1.8622866  23    5580  1.488130e-01
## 241  0.8117295 1.808165 0.1035483 0.8834563 0.9352696  24    8552  3.075113e-01
## 251  0.5352164 1.170351 1.9969507 1.3104795 1.2714553  25    3804 -8.733767e-02
## 261  0.3376457 1.004376 0.9919196 0.5236577 0.2409301  26    5508  5.187201e-01
## 271  0.4612774 1.603952 1.4852232 0.4827150 0.6213998  27     177  4.754411e-01
## 281  0.5408733 1.897104 1.5652902 1.8133974 0.9669966  28    5803  1.866619e-01
## 291  0.1895593 1.980162 0.6505244 1.4181253 1.7487341  29    3038  4.327859e-01
## 301  0.4739964 1.234347 1.4601860 1.4996198 1.0501203  30    4342  3.200450e-01
## 311  0.6169484 1.306215 1.6664309 1.9888236 0.5311252  31    6044  3.154459e-01
## 321  0.1309341 1.049735 0.5414309 1.1421273 1.3505493  32    3214  5.258380e-01
## 331  0.9773088 1.643913 0.2242407 1.8962078 0.4193384  33    4580  2.986666e-02
## 341  0.8368970 1.689157 1.2307975 1.3148514 0.8695490  34    7224 -1.249512e-01
## 351  0.2496649 1.901384 0.1972994 0.9011711 0.8835245  35    8708 -4.525533e-01
## 361  0.4893251 1.506893 0.2734149 0.5577553 1.3184099  36    4055 -3.163807e-01
## 371  0.7273503 1.940187 1.3986779 0.9789022 1.6476437  37    1217  4.482730e-01
## 381  0.7527791 1.293470 1.3719653 1.5856779 1.4452609  38    3237 -6.874043e-02
## 391  0.3803811 1.148325 0.5343755 1.9393245 0.9061472  39    3532  4.071696e-01
## 401  0.3096066 1.267646 0.4268627 0.2730577 1.7451620  40    3356  4.050347e-01
## 411  0.3312359 1.390909 1.3905736 0.1711928 1.7782499  41    9459  5.665171e-02
## 421  0.2832660 1.411360 1.7240456 0.1822107 0.6668929  42    8064  5.630165e-01
## 431  0.3553713 1.573322 1.5593718 1.1877182 1.1004340  43     893  5.032641e-01
## 441  0.7116275 1.247410 0.6050156 0.4716875 0.8076044  44    6764  1.677697e-02
## 451  0.6910346 1.524622 0.6190984 1.5612780 0.6456967  45    7204  3.421338e-01
## 461  0.9130622 1.437804 1.4441157 0.9663347 1.9945348  46    5054  4.817050e-01
## 471  0.2150016 1.863809 0.9337972 1.7201381 1.9653277  47    4037  3.913082e-02
## 481  0.3253652 1.115439 1.9942304 0.5926981 0.9911967  48    8866  2.767873e-01
## 491  0.1534011 1.542591 0.9496527 0.3865867 1.2116997  49    7735  4.407823e-01
## 501  0.8598068 1.194934 1.6172569 0.3054211 0.7789004  50    3669  2.838413e-01
## 511  0.3697627 1.234456 0.9216642 1.7717416 0.9491127  51    1254  4.318333e-01
## 521  0.5798978 1.588572 1.1998841 0.8837116 0.3068198  52    2533  2.262604e-01
## 531  0.1079490 1.948763 0.2863847 1.4336734 0.1687229  53    7914  5.487249e-01
## 541  0.1658471 1.469289 1.7356937 1.0830052 0.1159426  54    7408  4.751854e-01
## 551  0.9360644 1.866700 1.7881573 1.8449389 0.7192573  55    5946  1.537909e-01
## 561  0.5580406 1.770683 1.1353978 0.9354532 0.7728172  56    4077  3.160733e-01
## 571  0.1456512 1.353085 0.9836987 1.1054259 1.9351773  57    5176  5.245490e-01
## 581  0.9528590 1.331282 1.5669641 1.1263939 1.8224229  58    9869  2.568762e-02
## 591  0.3977385 1.796677 0.1345125 0.7026631 1.3480638  59    8281  4.427913e-01
## 601  0.9012121 1.165378 1.8071785 1.2138437 0.7606092  60    9681  1.422361e-01
## 611  0.7652695 1.275884 1.1537408 0.8412759 0.5471447  61     578  3.614087e-01
## 621  0.2869314 1.206628 0.6879964 1.4109034 1.5394844  62    3052  4.587668e-01
## 631  0.8869237 1.015035 1.2086488 0.4180534 1.9218851  63    8024  3.642559e-01
## 641  0.4070213 1.986351 0.7231657 1.5922106 1.8356137  64    3312  4.524232e-01
## 651  0.4814200 1.401737 0.7802282 1.8985827 1.5735229  65    3003  5.188819e-01
## 661  0.9900806 1.456124 1.1610083 0.3437685 0.7431269  66    9125 -1.112889e-01
## 671  0.5978626 1.303494 1.5896562 1.8896557 1.7003846  67    2552  3.225574e-01
## 681  0.5174098 1.631390 0.6274619 0.1944079 0.2168547  68    9167  3.634796e-01
## 691  0.4260243 1.373501 0.3228994 1.6444722 1.3932900  69    2594  3.249697e-01
## 701  0.3027831 1.824512 0.9094635 0.2217183 1.2393257  70    1106  4.612601e-01
## 711  0.9388280 1.082722 0.8931955 0.2246538 1.8759478  71    2939  2.706167e-01
## 721  0.3516390 1.740166 0.2441062 1.8328146 1.3602947  72     995  1.816192e-01
## 731  0.5610837 1.227570 1.2984805 1.3932931 1.5558770  73    2721  5.108528e-01
## 741  0.4595834 1.157634 1.6286380 0.3599406 0.6872486  74    9387 -4.647286e-01
## 751  0.1592089 1.215439 1.9352173 0.7657488 0.5428330  75    9688  3.935233e-01
## 761  0.4111238 1.018561 0.8485674 0.5751015 0.8690104  76     415  2.667899e-01
## 771  0.6491635 1.080055 1.7079750 1.3464609 1.3738110  77    6026 -6.258886e-02
## 781  0.9627291 1.234905 0.8718315 0.8435343 1.5137707  78    1205  3.167353e-01
## 791  0.3311302 1.323297 1.9117229 1.5302799 1.6709768  79    2200  3.970498e-01
## 801  0.7335131 1.341886 1.0858487 0.7777550 1.1440309  80    3283  4.021287e-01
## 811  0.5005505 1.969861 0.6132443 0.3808846 1.0982441  81     948  4.822369e-01
## 821  0.7569778 1.575607 1.6372074 1.1495433 1.2199420  82     465  3.326964e-01
## 831  0.9439019 1.620943 0.1603868 0.6870437 1.9083232  83    5676 -3.066321e-02
## 841  0.3929147 1.873401 1.9003127 0.1380209 1.8668526  84    3931  4.604192e-01
## 851  0.7780805 1.003883 0.5585226 0.9286186 0.8398819  85      82  1.054810e-01
## 861  0.2121129 1.812964 0.1934825 1.6667820 1.1793951  86    7402  3.593553e-01
## 871  0.4968740 1.179781 0.4033399 1.1639206 0.6033722  87    5014  3.364836e-01
## 881  0.5648352 1.734536 0.9721822 0.4014307 1.6764221  88    9787  2.024076e-01
## 891  0.7819786 1.053780 0.2156483 0.8375900 0.3336302  89    4103  3.146888e-01
## 901  0.6805852 1.456320 0.4474065 1.1640756 1.5936670  90    5239  3.430954e-01
## 911  0.1743927 1.179771 1.0520151 1.2447777 1.7686111  91    1007  4.167083e-01
## 921  0.8477374 1.836214 1.8768113 1.4908241 1.7728976  92    1005  3.998084e-01
## 931  0.4414554 1.525440 1.8426234 1.2018530 1.6078887  93    3105  2.089983e-01
## 941  0.1421548 1.851646 0.5612258 0.6645525 0.7004942  94    7217  5.122602e-01
## 951  0.3939743 1.103646 1.7692819 0.4378215 1.7109384  95    6123  3.131041e-01
## 961  0.6962178 1.065113 1.0979954 1.4449212 1.1202716  96    8423  3.596668e-01
## 971  0.2442878 1.319471 0.9794036 1.7373237 1.5744225  97    4933  3.846339e-01
## 981  0.5272683 1.892592 0.6080738 1.2911031 1.8928582  98    7250  1.837782e-01
## 991  0.2365460 1.585737 1.6727967 1.3640529 0.1090854  99    4523  5.772902e-01
## 1001 0.1625449 1.760417 1.1755989 1.1948756 0.1889951 100    9099  5.510726e-01
## 112  0.8753956 1.711704 0.1848190 0.6374017 0.6339056   1    8506 -5.881022e-01
## 212  0.6455672 1.515586 1.1269169 1.3328733 1.9187455   2    5897  2.495748e-01
## 312  0.3711340 1.836492 1.4726866 1.7228532 0.3591769   3    3494  3.586927e-01
## 412  0.4213273 1.805660 0.6325021 0.2313612 1.6994740   4    9053 -3.988469e-02
## 512  0.6470131 1.488391 1.2440302 1.2655707 1.4225798   5    7285  4.168719e-01
## 612  0.9199005 1.144617 1.5290578 0.4528317 0.2886629   6    6942  2.195616e-01
## 712  0.1815132 1.571005 0.5780597 0.4618857 1.1688740   7     706  4.422807e-01
## 812  0.4734452 1.192401 1.3449995 0.9957604 1.2516301   8    5004  1.282617e-01
## 912  0.2248604 1.663657 0.8325073 1.0204074 1.7589968   9    5934  4.548535e-01
## 102  0.7963999 1.845417 0.2956789 0.5029579 1.7267453  10    4411  1.119906e-01
## 113  0.8970961 1.033028 1.0245331 1.7907642 0.4930361  11    1752 -1.348646e-01
## 122  0.5805299 1.200396 1.3169421 1.5392958 0.1081343  12    7824  3.291196e-01
## 132  0.9854594 1.403624 1.7532142 1.0680337 1.0780295  13    9919 -2.939504e-02
## 142  0.1226191 1.653936 1.6036616 1.9199043 1.0262472  14    1795  6.088030e-01
## 152  0.2529330 1.159871 1.2694891 1.2253678 0.3437766  15    1080  2.794524e-01
## 162  0.1100558 1.992709 0.4747644 0.2698218 1.4085338  16    6625  4.465074e-01
## 172  0.5544086 1.422532 1.6503057 0.5528959 1.4647654  17    2249 -1.577075e-02
## 182  0.8181055 1.883137 0.7566292 0.7159607 0.1955128  18    4200  2.051046e-01
## 192  0.3997139 1.546172 0.7704138 0.9012038 0.5794276  19    6505  1.715143e-01
## 202  0.7865595 1.261572 0.3719612 0.2090016 0.9000129  20    2391  1.283155e-01
## 213  0.6080791 1.793820 0.2648830 0.1206472 1.0768259  21    6841 -2.220856e-01
## 222  0.2832483 1.922145 1.5145468 1.9285252 0.3872417  22     737  4.417209e-01
## 232  0.5513105 1.289288 0.3846172 0.6237507 1.8622866  23    5580  2.299819e-05
## 242  0.8117295 1.808165 0.1035483 0.8834563 0.9352696  24    8552  6.407307e-03
## 252  0.5352164 1.170351 1.9969507 1.3104795 1.2714553  25    3804 -8.646476e-02
## 262  0.3376457 1.004376 0.9919196 0.5236577 0.2409301  26    5508  4.903370e-01
## 272  0.4612774 1.603952 1.4852232 0.4827150 0.6213998  27     177  3.437198e-01
## 282  0.5408733 1.897104 1.5652902 1.8133974 0.9669966  28    5803  2.383102e-01
## 292  0.1895593 1.980162 0.6505244 1.4181253 1.7487341  29    3038  4.243199e-01
## 302  0.4739964 1.234347 1.4601860 1.4996198 1.0501203  30    4342  1.031283e-01
## 313  0.6169484 1.306215 1.6664309 1.9888236 0.5311252  31    6044  9.386790e-02
## 322  0.1309341 1.049735 0.5414309 1.1421273 1.3505493  32    3214  4.872742e-01
## 332  0.9773088 1.643913 0.2242407 1.8962078 0.4193384  33    4580 -2.475643e-01
## 342  0.8368970 1.689157 1.2307975 1.3148514 0.8695490  34    7224 -3.136731e-01
## 352  0.2496649 1.901384 0.1972994 0.9011711 0.8835245  35    8708  2.654407e-01
## 362  0.4893251 1.506893 0.2734149 0.5577553 1.3184099  36    4055 -3.879141e-01
## 372  0.7273503 1.940187 1.3986779 0.9789022 1.6476437  37    1217  3.467254e-01
## 382  0.7527791 1.293470 1.3719653 1.5856779 1.4452609  38    3237 -1.113314e-01
## 392  0.3803811 1.148325 0.5343755 1.9393245 0.9061472  39    3532  2.725143e-01
## 402  0.3096066 1.267646 0.4268627 0.2730577 1.7451620  40    3356  3.770626e-01
## 413  0.3312359 1.390909 1.3905736 0.1711928 1.7782499  41    9459 -1.926418e-01
## 422  0.2832660 1.411360 1.7240456 0.1822107 0.6668929  42    8064  5.103232e-01
## 432  0.3553713 1.573322 1.5593718 1.1877182 1.1004340  43     893  4.382072e-01
## 442  0.7116275 1.247410 0.6050156 0.4716875 0.8076044  44    6764 -1.047826e-02
## 452  0.6910346 1.524622 0.6190984 1.5612780 0.6456967  45    7204  2.472628e-01
## 462  0.9130622 1.437804 1.4441157 0.9663347 1.9945348  46    5054  5.310781e-01
## 472  0.2150016 1.863809 0.9337972 1.7201381 1.9653277  47    4037  4.214357e-01
## 482  0.3253652 1.115439 1.9942304 0.5926981 0.9911967  48    8866  1.536134e-01
## 492  0.1534011 1.542591 0.9496527 0.3865867 1.2116997  49    7735  4.266182e-01
## 502  0.8598068 1.194934 1.6172569 0.3054211 0.7789004  50    3669  5.674774e-02
## 513  0.3697627 1.234456 0.9216642 1.7717416 0.9491127  51    1254  2.668053e-01
## 522  0.5798978 1.588572 1.1998841 0.8837116 0.3068198  52    2533  2.562203e-02
## 532  0.1079490 1.948763 0.2863847 1.4336734 0.1687229  53    7914  5.343427e-01
## 542  0.1658471 1.469289 1.7356937 1.0830052 0.1159426  54    7408  4.609977e-01
## 552  0.9360644 1.866700 1.7881573 1.8449389 0.7192573  55    5946 -8.708737e-02
## 562  0.5580406 1.770683 1.1353978 0.9354532 0.7728172  56    4077  4.563686e-01
## 572  0.1456512 1.353085 0.9836987 1.1054259 1.9351773  57    5176  4.778405e-01
## 582  0.9528590 1.331282 1.5669641 1.1263939 1.8224229  58    9869 -2.773163e-01
## 592  0.3977385 1.796677 0.1345125 0.7026631 1.3480638  59    8281  2.239012e-01
## 602  0.9012121 1.165378 1.8071785 1.2138437 0.7606092  60    9681  7.640956e-02
## 613  0.7652695 1.275884 1.1537408 0.8412759 0.5471447  61     578  2.702531e-01
## 622  0.2869314 1.206628 0.6879964 1.4109034 1.5394844  62    3052  2.187595e-01
## 632  0.8869237 1.015035 1.2086488 0.4180534 1.9218851  63    8024  2.914631e-01
## 642  0.4070213 1.986351 0.7231657 1.5922106 1.8356137  64    3312  3.386783e-01
## 652  0.4814200 1.401737 0.7802282 1.8985827 1.5735229  65    3003  3.828544e-01
## 662  0.9900806 1.456124 1.1610083 0.3437685 0.7431269  66    9125 -2.116826e-01
## 672  0.5978626 1.303494 1.5896562 1.8896557 1.7003846  67    2552  2.574446e-01
## 682  0.5174098 1.631390 0.6274619 0.1944079 0.2168547  68    9167  3.065013e-01
## 692  0.4260243 1.373501 0.3228994 1.6444722 1.3932900  69    2594  5.516281e-02
## 702  0.3027831 1.824512 0.9094635 0.2217183 1.2393257  70    1106  2.740500e-01
## 713  0.9388280 1.082722 0.8931955 0.2246538 1.8759478  71    2939  1.066786e-01
## 722  0.3516390 1.740166 0.2441062 1.8328146 1.3602947  72     995  5.251765e-01
## 732  0.5610837 1.227570 1.2984805 1.3932931 1.5558770  73    2721  4.316926e-01
## 742  0.4595834 1.157634 1.6286380 0.3599406 0.6872486  74    9387 -4.922326e-01
## 752  0.1592089 1.215439 1.9352173 0.7657488 0.5428330  75    9688  4.206748e-01
## 762  0.4111238 1.018561 0.8485674 0.5751015 0.8690104  76     415  6.205608e-02
## 772  0.6491635 1.080055 1.7079750 1.3464609 1.3738110  77    6026 -1.221849e-01
## 782  0.9627291 1.234905 0.8718315 0.8435343 1.5137707  78    1205  8.119246e-03
## 792  0.3311302 1.323297 1.9117229 1.5302799 1.6709768  79    2200  3.450733e-01
## 802  0.7335131 1.341886 1.0858487 0.7777550 1.1440309  80    3283  5.059832e-03
## 813  0.5005505 1.969861 0.6132443 0.3808846 1.0982441  81     948  3.083353e-01
## 822  0.7569778 1.575607 1.6372074 1.1495433 1.2199420  82     465  2.917345e-01
## 832  0.9439019 1.620943 0.1603868 0.6870437 1.9083232  83    5676 -4.689768e-02
## 842  0.3929147 1.873401 1.9003127 0.1380209 1.8668526  84    3931  5.519053e-01
## 852  0.7780805 1.003883 0.5585226 0.9286186 0.8398819  85      82  7.488343e-02
## 862  0.2121129 1.812964 0.1934825 1.6667820 1.1793951  86    7402  1.577526e-01
## 872  0.4968740 1.179781 0.4033399 1.1639206 0.6033722  87    5014  2.271465e-01
## 882  0.5648352 1.734536 0.9721822 0.4014307 1.6764221  88    9787 -9.875002e-02
## 892  0.7819786 1.053780 0.2156483 0.8375900 0.3336302  89    4103  1.765731e-01
## 902  0.6805852 1.456320 0.4474065 1.1640756 1.5936670  90    5239  2.914256e-01
## 913  0.1743927 1.179771 1.0520151 1.2447777 1.7686111  91    1007  4.036972e-01
## 922  0.8477374 1.836214 1.8768113 1.4908241 1.7728976  92    1005  4.314163e-02
## 932  0.4414554 1.525440 1.8426234 1.2018530 1.6078887  93    3105 -1.714562e-01
## 942  0.1421548 1.851646 0.5612258 0.6645525 0.7004942  94    7217  5.067082e-01
## 952  0.3939743 1.103646 1.7692819 0.4378215 1.7109384  95    6123  7.780430e-02
## 962  0.6962178 1.065113 1.0979954 1.4449212 1.1202716  96    8423  2.483866e-01
## 972  0.2442878 1.319471 0.9794036 1.7373237 1.5744225  97    4933  3.602274e-01
## 982  0.5272683 1.892592 0.6080738 1.2911031 1.8928582  98    7250  1.173543e-01
## 992  0.2365460 1.585737 1.6727967 1.3640529 0.1090854  99    4523  3.489278e-01
## 1002 0.1625449 1.760417 1.1755989 1.1948756 0.1889951 100    9099  5.391697e-01
##             lnNSE         KGE      smNSE    smlnNSE      smKGE      calNSE
## 1    -1.591460147  0.45866129 -19.891355  -54.60976 -0.2978293 -2.05317320
## 2     0.367221752  0.40833782 -20.917246  -61.99614 -0.3615841 -0.76196563
## 3     0.134750709  0.32962984 -27.197598 -116.99624 -0.3717360 -1.24754901
## 4     0.242858205  0.64705874 -25.167931  -94.03140 -0.4358872 -0.82063362
## 5     0.340559560  0.63951697 -20.098579  -56.43833 -0.3066027 -1.30926344
## 6     0.235539494  0.25692174 -13.242362  -28.18157 -0.1999479 -0.51543974
## 7     0.186516213  0.45050328 -26.382209 -106.78540 -0.4113264 -1.64943509
## 8     0.340526790  0.47091380 -18.034690  -46.72135 -0.3163409 -0.82041865
## 9     0.316618740  0.55303662 -26.909643 -113.26506 -0.4197443 -1.20786808
## 10    0.373053692  0.38347180 -24.002145  -85.54278 -0.4697765 -0.43219724
## 11   -1.448054735  0.43900295 -11.758602  -23.37876 -0.2273807 -1.17023735
## 12    0.243027215  0.33508504 -15.073355  -33.15008 -0.1925591 -0.77563357
## 13    0.346103559  0.33241988 -15.392645  -35.07479 -0.2740963 -0.41231655
## 14    0.370416417  0.64288150 -28.267272 -130.95799 -0.4154964 -1.14289274
## 15    0.389813849  0.67978932 -18.609061  -48.06277 -0.2970909 -1.05272800
## 16   -0.001416061  0.41093150 -30.680343 -174.01210 -0.4225341 -3.06102034
## 17    0.355102546  0.42042964 -20.653011  -60.82077 -0.3914103 -0.42149384
## 18    0.149003004  0.27789287 -23.843903  -83.68189 -0.3944903 -1.14030444
## 19    0.327437285  0.47412035 -23.168800  -77.19281 -0.3818671 -0.83339264
## 20    0.224323237  0.44534506 -16.234759  -39.08468 -0.3208285 -0.58004133
## 21   -1.552827159  0.31674110 -24.242783  -85.80378 -0.5281686 -0.92815195
## 22    0.169610334  0.35458683 -28.535570 -135.89238 -0.3812547 -0.92970035
## 23   -0.081388760  0.49329986 -18.521784  -48.93783 -0.3831708 -0.71887191
## 24    0.200477016  0.40817715 -22.134946  -70.09387 -0.3797006 -1.36544290
## 25   -2.244773676  0.26974354 -16.719839  -40.04499 -0.3173570 -1.23148055
## 26    0.323506281  0.55081044 -13.381479  -26.53526 -0.1394209 -2.51796601
## 27    0.212893538  0.49795772 -23.354610  -78.03328 -0.3190085 -1.51497379
## 28   -0.257419953  0.64580572 -23.874018  -81.76433 -0.2748193 -0.81396039
## 29    0.050516816  0.36942403 -30.086867 -162.59573 -0.4368893 -1.72838844
## 30    0.322137060  0.37452857 -18.999460  -51.87193 -0.3199249 -0.65614885
## 31    0.348699257  0.37898169 -18.335647  -48.46331 -0.3056809 -0.59677745
## 32    0.222561826  0.51018587 -19.327834  -51.47859 -0.2980793 -1.55901398
## 33   -0.320157957  0.28248747 -20.015594  -57.97916 -0.4160771 -0.51944453
## 34   -1.514878255  0.22965694 -21.128845  -63.49609 -0.4519245 -0.82902891
## 35    0.144968904  0.36417628 -28.900474 -140.21293 -0.3580408 -2.74174209
## 36   -3.090616318  0.29815365 -22.066667  -68.68178 -0.4436325 -1.61921062
## 37    0.287329131  0.43130202 -24.745990  -90.64340 -0.3769747 -1.10172037
## 38   -1.607045699  0.39236810 -16.290141  -37.85479 -0.2465376 -1.06011300
## 39    0.304849107  0.45760761 -18.199512  -47.13311 -0.3146505 -1.08078092
## 40    0.151253204  0.44443634 -20.146008  -56.10593 -0.2926948 -2.05192739
## 41   -0.719862322  0.57284252 -21.532572  -64.76041 -0.3986068 -0.75733347
## 42    0.377391529  0.71102828 -19.364341  -51.66129 -0.2699944 -1.14112343
## 43    0.328860803  0.48009973 -23.828918  -82.20719 -0.3347128 -1.07171384
## 44   -0.753939151  0.34448962 -16.731420  -40.84359 -0.3394975 -0.88349332
## 45    0.049907439  0.45407704 -20.367355  -57.63732 -0.4487748 -0.39537286
## 46    0.328289579  0.57106889 -14.803727  -31.51819 -0.1355778 -2.26857301
## 47   -0.016774342  0.36818469 -28.364863 -131.84471 -0.3616429 -7.78661341
## 48    0.016311259  0.59476027 -17.571066  -43.38531 -0.3491604 -0.46298968
## 49    0.093141322  0.39873459 -26.024200 -102.17782 -0.3629781 -2.00184563
## 50    0.253882721  0.30142757 -13.541785  -28.52243 -0.2065306 -0.84326090
## 51    0.347960585  0.41409661 -18.755828  -49.37492 -0.2968476 -0.60023221
## 52    0.367285502  0.33603929 -22.815620  -75.64747 -0.4126038 -0.48221285
## 53    0.225995735  0.58259263 -30.828073 -177.91028 -0.4766598 -2.54954176
## 54    0.183803221  0.41692996 -25.121992  -93.08775 -0.3285903 -1.41294163
## 55    0.251119104  0.31026481 -22.599493  -74.03502 -0.4569739  0.03975720
## 56    0.333693508  0.57303544 -24.457709  -87.15639 -0.3229558 -2.40940397
## 57    0.384904302  0.69250716 -23.110841  -75.68150 -0.3545749 -1.49525134
## 58   -0.079938885  0.29720667 -16.221813  -39.80857 -0.3031682 -0.64785033
## 59    0.251353770  0.56312744 -26.302671 -106.28059 -0.4407948 -1.65281096
## 60   -0.385036998  0.30750656 -14.438827  -33.01874 -0.3060983 -0.36120290
## 61    0.283675962  0.33581379 -16.254294  -38.83849 -0.2621015 -0.81779344
## 62    0.319745551  0.53293858 -19.794924  -54.71624 -0.3306274 -1.01155179
## 63    0.345194500  0.37490443 -12.062618  -24.85630 -0.2044276 -0.68699998
## 64    0.247666488  0.41074739 -27.381676 -119.37307 -0.4130786 -0.90915684
## 65    0.383698292  0.52168590 -19.199429  -51.11046 -0.2811470 -0.88778822
## 66   -1.205702383  0.12896958 -17.763284  -46.61239 -0.3818544 -0.94047925
## 67    0.170339288  0.25548056 -16.920891  -40.90576 -0.2194525 -0.96210962
## 68    0.149798093  0.32204662 -23.351667  -78.90310 -0.3708290 -1.32890456
## 69    0.209454078  0.68202932 -18.741077  -48.63655 -0.3069578 -1.41527555
## 70    0.336869869  0.51014414 -27.602935 -122.24238 -0.4448333 -1.11428709
## 71    0.240876786  0.43080196 -12.035808  -24.22979 -0.2346591 -0.55609842
## 72    0.148507533  0.44097000 -25.923308 -101.25075 -0.3762995 -5.46923252
## 73    0.368528665  0.69947106 -15.978367  -36.10064 -0.2030705 -1.70683427
## 74   -3.031280592  0.27957027 -18.338496  -47.39607 -0.1832576 -1.98685210
## 75    0.108160030  0.35075147 -21.411582  -63.45507 -0.2658432 -1.27939335
## 76    0.082234630  0.62051802 -14.284885  -30.31650 -0.2775306 -0.95221786
## 77   -2.104514295  0.32548877 -14.435716  -31.53256 -0.2571717 -1.23823346
## 78    0.246946513  0.52818068 -13.453303  -28.24901 -0.2319581 -1.00586089
## 79    0.260247350  0.33562822 -21.105163  -62.74087 -0.3009398 -0.80476058
## 80    0.226664033  0.67302315 -14.406846  -30.41653 -0.2096066 -0.75968065
## 81    0.281703693  0.52416872 -26.263805 -105.91226 -0.4093427 -1.35280701
## 82    0.158488128  0.25338653 -19.865937  -55.35031 -0.2828178 -0.98708111
## 83   -0.523126932  0.40050964 -18.050805  -45.27787 -0.3099688 -0.99304695
## 84    0.051029443  0.50157358 -26.010866 -101.99573 -0.2729314 -2.41011183
## 85   -0.900156577  0.26174190 -12.453552  -25.92961 -0.2739324 -0.69944901
## 86    0.295976075  0.69091948 -28.272168 -130.98337 -0.4958868 -1.29717177
## 87    0.170947629  0.30580947 -17.076516  -42.02808 -0.2813045 -1.22600846
## 88    0.313937748  0.32438089 -24.600094  -90.23950 -0.4414641 -0.48462627
## 89    0.230668786  0.35847113 -12.751879  -26.50197 -0.2235197 -1.07497879
## 90    0.247414484  0.62372856 -18.015612  -44.99371 -0.2504596 -2.20628112
## 91    0.084314459  0.34819487 -19.958624  -54.66664 -0.2579769 -1.40752889
## 92    0.420187463  0.51403665 -21.023356  -62.11656 -0.3247083 -0.38838469
## 93    0.102047430  0.64853736 -21.305304  -63.06555 -0.3086425 -1.28315675
## 94    0.113756046  0.40060305 -29.716211 -155.04216 -0.4572019 -1.46324201
## 95    0.151569143  0.52248704 -16.152806  -37.09630 -0.2914291 -0.36295819
## 96    0.355911960  0.36028394 -13.802746  -29.88810 -0.2364063 -0.66864759
## 97    0.169766567  0.32062152 -21.823348  -67.01955 -0.3066366 -1.05784596
## 98   -0.136277591  0.53515097 -25.883930 -101.32128 -0.5134344 -0.52758444
## 99    0.445081985  0.63241776 -24.942841  -91.67622 -0.3804497 -0.61150838
## 100   0.240826698  0.50013704 -27.941638 -126.37076 -0.3969091 -1.46452233
## 110  -1.424697879  0.45437851 -20.085772  -55.42729 -0.2897767 -2.97645762
## 210   0.402648874  0.45620348 -20.725991  -60.35106 -0.3503707 -0.53538322
## 310   0.262476444  0.39765248 -26.899213 -112.97078 -0.3713115 -0.77983881
## 410  -0.222279971  0.65062658 -25.057872  -92.70272 -0.4183814 -1.23514779
## 510   0.403359303  0.68072021 -20.003385  -55.56073 -0.3064298 -1.12378535
## 610   0.305210393  0.34876721 -13.090175  -27.37341 -0.1981731 -0.21651944
## 710   0.294303426  0.51064902 -26.024279 -102.46616 -0.4037125 -1.32562094
## 810   0.179545749  0.49720095 -17.707186  -44.76091 -0.3049712 -0.77558365
## 910   0.410498797  0.62014958 -26.572128 -108.82171 -0.4081579 -0.93419599
## 101   0.068783015  0.35929693 -23.980368  -84.94318 -0.4633705 -0.48181195
## 111  -1.373160355  0.47262220 -11.856926  -23.34077 -0.2244601 -1.36427635
## 121   0.381568671  0.41821648 -14.727196  -31.63631 -0.1868595 -0.25048421
## 131   0.113442729  0.33797734 -15.295305  -34.41657 -0.2533755 -0.51234054
## 141   0.448986264  0.69711611 -27.986130 -126.57736 -0.4067619 -0.94613629
## 151   0.287244658  0.71176540 -18.281056  -46.21417 -0.2779354 -1.03688450
## 161   0.058049099  0.44381344 -30.450196 -168.84423 -0.4180735 -2.89321078
## 171  -0.101161857  0.40425484 -20.494841  -59.49714 -0.3735501 -0.66225461
## 181   0.288263041  0.35126560 -23.693503  -81.93555 -0.3875733 -0.58865748
## 191   0.310709563  0.52868839 -22.817328  -74.05987 -0.3630469 -0.57392432
## 201   0.014102346  0.49955773 -16.192068  -38.38159 -0.3171578 -0.80467630
## 211  -1.680927906  0.32127219 -24.305535  -86.03377 -0.4871195 -1.44224779
## 221   0.262072987  0.40896176 -28.185742 -130.19893 -0.3809422 -0.63246873
## 231  -0.631421632  0.46826628 -18.447039  -48.30374 -0.3671131 -1.24304614
## 241   0.186019862  0.45771943 -21.942310  -68.29333 -0.3602820 -0.98507978
## 251  -1.807107530  0.33488391 -16.658282  -39.42115 -0.2699557 -1.74717546
## 261   0.426935660  0.62443795 -13.128273  -25.58507 -0.1428330 -2.29131077
## 271   0.376684919  0.57665902 -23.089278  -75.70724 -0.3120184 -0.96380403
## 281  -0.090800291  0.60501683 -24.183970  -84.17198 -0.2449656 -1.81717046
## 291   0.128316948  0.42738147 -29.802460 -156.71650 -0.4389660 -1.49279559
## 301   0.233024280  0.41508920 -18.666409  -49.70328 -0.3117181 -0.49353901
## 311   0.243612606  0.41307888 -18.058642  -46.69695 -0.2953994 -0.46026008
## 321   0.306450207  0.56798735 -18.857392  -48.84733 -0.2951850 -1.30766852
## 331  -1.136419521  0.30038800 -20.201862  -58.75269 -0.4123004 -1.19267446
## 341  -1.696372504  0.24831882 -21.260393  -64.03880 -0.4361704 -1.20663156
## 351   0.264693338  0.11140214 -28.672880 -136.49579 -0.3747625  0.09101681
## 361  -3.039722171  0.30773064 -22.135641  -68.87201 -0.3902684 -2.18792865
## 371   0.406829615  0.49932590 -24.599367  -88.86813 -0.3634241 -0.68204838
## 381  -1.407975030  0.42708642 -16.334286  -37.82094 -0.2109015 -1.35603171
## 391   0.342084350  0.50809128 -17.764228  -44.66578 -0.3038738 -0.72996135
## 401   0.247696713  0.52592966 -19.825246  -54.13086 -0.2856109 -1.83465090
## 411  -1.379364119  0.54467479 -21.489388  -64.25855 -0.3699172 -1.25065496
## 421   0.431934477  0.74279023 -19.166936  -50.40334 -0.2620189 -1.07866351
## 431   0.434362904  0.53843740 -23.452255  -78.76040 -0.3278448 -0.70644918
## 441  -0.685060100  0.37580493 -16.792765  -40.80616 -0.3197248 -1.15248304
## 451   0.236748373  0.55164908 -20.224071  -56.31566 -0.3748826 -1.04662068
## 461   0.472972800  0.67297396 -14.734064  -31.17840 -0.1334262 -1.91695181
## 471   0.093809977  0.41308777 -28.098390 -127.77794 -0.3533435 -9.03777266
## 481  -0.332052843  0.58650033 -17.401555  -42.44071 -0.3213144 -0.82413696
## 491   0.163516487  0.44546724 -25.681543  -98.37824 -0.3617123 -1.79309250
## 501   0.282718762  0.36824421 -13.250990  -27.20775 -0.1981865 -0.46301017
## 511   0.428119832  0.47415519 -18.305414  -46.75383 -0.2828858 -0.19346870
## 521   0.210957022  0.33377777 -22.600535  -73.63376 -0.3962592 -0.41135280
## 531   0.311119980  0.62649080 -30.644516 -173.51334 -0.4707699 -2.32088406
## 541   0.239943344  0.46282112 -24.757884  -89.47859 -0.3286626 -1.24486752
## 551  -0.307889169  0.29897204 -22.735439  -74.75226 -0.4442619 -0.45520971
## 561   0.416874579  0.50609913 -24.336997  -85.94549 -0.3225957 -1.01421278
## 571   0.424514671  0.71375047 -22.844926  -73.43411 -0.3439978 -1.44520479
## 581  -0.810624989  0.29470276 -16.266715  -39.72717 -0.2947587 -1.04166731
## 591   0.256787134  0.62529599 -26.045768 -102.97494 -0.4227145 -1.39771493
## 601  -0.620401265  0.32149029 -14.461945  -32.95606 -0.2991436 -0.62911064
## 611   0.364349283  0.39823706 -15.996015  -37.41607 -0.2572118 -0.49371686
## 621   0.329774657  0.58861631 -19.383696  -52.10761 -0.3125634 -0.72262672
## 631   0.386604540  0.42243232 -11.841970  -23.90983 -0.1995968 -0.51317503
## 641   0.365802882  0.49695860 -27.060819 -114.71916 -0.4046173 -0.50871645
## 651   0.442370144  0.58296875 -18.940775  -49.45165 -0.2661071 -0.64746157
## 661  -1.259113586  0.15560668 -17.895965  -47.07796 -0.3764107 -1.05070216
## 671   0.300919921  0.32739122 -16.612707  -39.35686 -0.2116225 -0.42719344
## 681   0.304109835  0.38334883 -23.056308  -76.23318 -0.3617512 -0.72153925
## 691  -0.078089794  0.68038298 -18.628939  -47.82377 -0.2898627 -1.64379279
## 701   0.376329838  0.57112212 -27.326115 -118.18011 -0.4304039 -0.88845995
## 711  -0.039820027  0.45486237 -11.976132  -23.77836 -0.2234285 -0.75624898
## 721   0.218147164  0.48192607 -25.687653  -98.52164 -0.3729871 -7.85415843
## 731   0.377249022  0.70965903 -15.915025  -35.65838 -0.1992857 -1.62819385
## 741  -2.665259168  0.32138206 -18.363406  -47.53079 -0.1277015 -2.70338549
## 751   0.116193976  0.37786296 -21.030313  -60.94423 -0.2634071 -1.47164931
## 761  -0.271699813  0.62233269 -14.102776  -29.46814 -0.2542936 -1.24441118
## 771  -1.852518824  0.36714004 -14.424571  -31.22483 -0.2347427 -1.49336879
## 781  -0.030248890  0.54522302 -13.302794  -27.39673 -0.2211640 -1.11480427
## 791   0.377318102  0.39043025 -20.695406  -59.92221 -0.2930904 -0.37174335
## 801  -0.030211639  0.70221680 -14.404309  -30.16140 -0.1873913 -1.04221005
## 811   0.360959738  0.59439545 -26.018740 -102.74729 -0.3944827 -1.02949885
## 821   0.288648916  0.32777719 -19.690492  -54.10169 -0.2758107 -0.48041804
## 831  -0.498471902  0.42646848 -18.223374  -45.95485 -0.2518050 -1.49083947
## 841   0.137029985  0.54316656 -25.800890  -99.67296 -0.2768233 -3.62514595
## 851  -0.903452394  0.29986381 -12.374085  -25.46190 -0.2620588 -0.76629987
## 861   0.020896761  0.68945321 -28.207908 -129.72260 -0.4819030 -1.73452398
## 871   0.300509749  0.37912167 -16.711389  -40.09301 -0.2731514 -0.68494391
## 881   0.013097854  0.32789863 -24.377778  -87.67152 -0.4243300 -0.51907384
## 891   0.242980691  0.42021165 -12.474494  -25.29107 -0.2198684 -0.83848076
## 901   0.280673606  0.63465969 -17.991768  -44.65154 -0.2454044 -2.37777208
## 911   0.145287368  0.40873612 -19.555179  -52.34238 -0.2585819 -1.25472148
## 921   0.131751038  0.54076757 -20.925615  -61.17554 -0.3003373 -0.49153720
## 931  -0.311013970  0.60871621 -21.388379  -63.32694 -0.2956018 -1.73264669
## 941   0.234989456  0.48194582 -29.386301 -148.61294 -0.4577694 -1.07416445
## 951   0.100708046  0.58152863 -16.173322  -36.86799 -0.2469713 -0.93957265
## 961   0.401217699  0.40842818 -13.508206  -28.57201 -0.2290995 -0.41012807
## 971   0.255300494  0.37534392 -21.411291  -64.07097 -0.3056108 -0.75991723
## 981  -0.247519520  0.53179301 -25.966507 -101.89140 -0.4762540 -0.92759782
## 991   0.432338946  0.70858116 -24.702452  -89.08743 -0.3682449 -0.61102846
## 1001  0.320355644  0.55538794 -27.627016 -121.71802 -0.3896553 -1.26361096
## 112  -1.957873632  0.33111245 -17.676315  -43.82513 -0.2260402 -3.20328028
## 212   0.276241846  0.36387506 -18.207669  -48.32581 -0.3620707 -0.40861081
## 312   0.307631152  0.37011583 -25.672252  -99.98662 -0.4042928 -0.67112911
## 412  -1.234624448  0.32249466 -23.439548  -78.57076 -0.4782917 -1.28029368
## 512   0.317495322  0.62832497 -17.429374  -43.99103 -0.3072009 -1.15087961
## 612   0.218619666  0.29205870 -10.693841  -21.46518 -0.1820104 -0.30282780
## 712   0.324088922  0.49304073 -25.337481  -95.90631 -0.4070795 -1.06184326
## 812  -0.483342272  0.35991612 -15.801818  -37.92003 -0.3235289 -0.83359874
## 912   0.343469356  0.57631879 -25.690692  -99.56660 -0.4280537 -0.77645298
## 102  -0.311179031  0.22965796 -20.788680  -63.33448 -0.4604258 -0.47903955
## 113  -1.668753668  0.37015716  -9.573880  -18.08130 -0.1847009 -1.56590547
## 122   0.349421918  0.37140348 -13.092097  -26.97224 -0.2117620 -0.27774117
## 132  -0.336723004  0.15073997 -12.462791  -25.63415 -0.2787127 -0.73517625
## 142   0.452721124  0.69256313 -27.422275 -119.48776 -0.4094241 -0.75150411
## 152  -0.224718486  0.56573187 -17.166265  -41.49364 -0.3234870 -0.93754387
## 162   0.091063969  0.45834403 -30.057705 -161.17831 -0.4178443 -2.63396031
## 172  -0.766668472  0.20096199 -18.151452  -48.26024 -0.3923167 -0.84435391
## 182   0.181969921  0.29689041 -20.721960  -62.52032 -0.3947328 -0.55878042
## 192  -0.244127618  0.37497312 -21.299292  -64.33910 -0.4214847 -0.81913813
## 202  -0.588815828  0.33215375 -13.393710  -29.40074 -0.2948821 -0.91120100
## 213  -2.117478627  0.04775686 -22.068308  -70.36578 -0.4984340 -1.39831569
## 222   0.310194784  0.39640358 -27.389536 -119.90514 -0.3761020 -0.47928807
## 232  -1.256636983  0.25019819 -16.195759  -39.45972 -0.3562979 -1.09914025
## 242  -0.693465886  0.30411585 -19.222531  -52.93676 -0.3987948 -1.34707762
## 252  -1.948211612  0.22369559 -14.495814  -32.28099 -0.2874854 -1.85577290
## 262   0.407977048  0.56379021 -11.924790  -22.39539 -0.1550846 -1.37761508
## 272   0.299895519  0.38102532 -21.217222  -63.61700 -0.3591755 -0.16068722
## 282  -0.180056768  0.62479117 -21.659119  -65.57474 -0.2010179 -1.97625684
## 292   0.160751607  0.41817787 -29.246468 -147.37284 -0.4262106 -1.25849201
## 302  -0.360256106  0.28730110 -16.682750  -41.97039 -0.3256258 -0.67720260
## 313  -0.382409690  0.28332140 -15.708560  -37.78710 -0.3137531 -0.64810017
## 322   0.327361645  0.55186746 -18.396645  -47.09270 -0.2907656 -1.08799493
## 332  -2.444598417  0.01076585 -16.339222  -40.82575 -0.3641931 -1.57792177
## 342  -2.341962357 -0.02319902 -18.145053  -48.47924 -0.3941635 -1.63152370
## 352   0.129944719  0.45109755 -27.803989 -123.87923 -0.3730812 -3.67733787
## 362  -3.735643046  0.13016351 -20.217851  -58.25298 -0.4085683 -2.25818111
## 372   0.321240844  0.45508451 -21.959599  -69.41232 -0.4043561 -0.56145248
## 382  -1.529421080  0.34418371 -14.108444  -30.62878 -0.1866111 -1.63018878
## 392   0.071378317  0.43424527 -16.311063  -39.49813 -0.3344906 -0.80481938
## 402   0.254002036  0.41313298 -18.529348  -48.13262 -0.3165299 -0.91051438
## 413  -2.671427001  0.25354317 -20.024701  -55.97754 -0.4252638 -1.72692489
## 422   0.369431659  0.74263174 -17.817763  -44.12634 -0.2516114 -0.88552136
## 432   0.415631295  0.50474759 -22.239189  -70.33287 -0.3680812 -0.58676424
## 442  -0.679792563  0.27610946 -14.271083  -32.21339 -0.2698380 -1.01240392
## 452   0.432287703  0.64340337 -16.778505  -39.04070 -0.4458372 -2.33484858
## 462   0.452333778  0.65634844 -12.003560  -22.86499 -0.1448195 -0.67722286
## 472   0.169028986  0.45150703 -27.309951 -117.53058 -0.3364151 -2.95447269
## 482  -0.711437530  0.36813182 -15.988897  -37.21079 -0.3667637 -0.69816616
## 492   0.200009881  0.43809476 -25.116739  -93.31110 -0.3534536 -1.50759311
## 502  -0.197289291  0.25842189 -11.059517  -21.73691 -0.2097765 -0.77120012
## 513   0.184682380  0.37714403 -16.997942  -41.56473 -0.3305198 -0.40745395
## 522  -0.188192690  0.17315856 -20.207238  -59.24772 -0.4368929 -0.54054113
## 532   0.330797035  0.64656795 -30.160641 -164.01358 -0.4830735 -2.03263290
## 542   0.276890836  0.45067506 -24.182188  -84.90091 -0.3186203 -1.01846692
## 552  -1.108536495  0.04460757 -19.173510  -53.67292 -0.4331683 -0.90807716
## 562   0.242779332  0.57175129 -22.101622  -69.36995 -0.3661693 -1.15775353
## 572   0.339301209  0.72282572 -22.013326  -67.88068 -0.3497469 -1.22922448
## 582  -2.044641491  0.05534765 -12.851841  -28.16070 -0.2754459 -1.64940525
## 592  -0.206013901  0.50543226 -24.537254  -88.85634 -0.4735480 -1.44069075
## 602  -1.063938833  0.17406669 -11.336182  -23.40694 -0.2685475 -0.69999256
## 613   0.275656013  0.34843012 -13.614491  -29.98586 -0.2492552 -0.33841196
## 622  -0.156989635  0.45181269 -18.198284  -46.98314 -0.3576076 -0.95168151
## 632   0.312319218  0.37033849  -9.689303  -18.85864 -0.2039978 -0.34718149
## 642   0.269926050  0.42490499 -25.650225  -99.18327 -0.4364382 -0.47358874
## 652   0.300447224  0.51394547 -17.200150  -41.90783 -0.3194086 -0.58261131
## 662  -1.619834407 -0.03208931 -14.095474  -32.29857 -0.3124855 -1.30588018
## 672   0.294678076  0.28620942 -14.876055  -33.48406 -0.2401353 -0.51987551
## 682   0.313979698  0.36249348 -21.232733  -64.66066 -0.4062052 -0.77018462
## 692  -1.033622091  0.51065810 -16.877611  -40.09161 -0.3100713 -1.50695373
## 702   0.156859226  0.44059701 -26.207971 -105.03249 -0.4819632 -0.77704839
## 713  -0.459549054  0.29917428  -9.561688  -18.10203 -0.2170407 -0.78545029
## 722   0.327546513  0.56300797 -24.262419  -85.45077 -0.3767343 -0.29202476
## 732   0.325334455  0.70852437 -13.765525  -28.65153 -0.2117632 -1.18053999
## 742  -2.689146955  0.26893393 -16.473311  -40.22567 -0.1464384 -3.56080181
## 752   0.230577612  0.40013526 -20.422314  -57.72357 -0.2513308 -0.90810334
## 762  -0.913530914  0.41737373 -12.580750  -25.27317 -0.2759502 -1.16047424
## 772  -2.016717265  0.27692977 -12.344751  -25.62615 -0.2030800 -1.56930287
## 782  -1.103633320  0.38996744 -10.755721  -20.93253 -0.2219602 -1.28490475
## 792   0.390456998  0.35970176 -19.579991  -54.43256 -0.3358268 -0.43403245
## 802  -1.192533344  0.43793401 -12.151756  -23.36445 -0.2111617 -1.24498090
## 813   0.112885167  0.50063258 -24.352720  -86.92165 -0.4356367 -1.03111195
## 822   0.341829898  0.31722843 -17.106082  -42.60568 -0.2982654 -0.42364251
## 832  -0.514180741  0.30172009 -15.423726  -34.75744 -0.2792071 -1.34078046
## 842   0.257011904  0.58939308 -24.249402  -84.95147 -0.2618879 -1.90463108
## 852  -1.167943604  0.17435514 -10.040807  -19.64241 -0.2450170 -0.66937882
## 862  -0.488710802  0.53489593 -27.107392 -114.66587 -0.5624238 -1.30126168
## 872   0.215019172  0.33115901 -15.045127  -34.76805 -0.2825780 -0.75780645
## 882  -0.926627398  0.12151478 -22.099410  -71.18574 -0.4763298 -0.92913761
## 892  -0.054293285  0.34625228 -10.483228  -20.69962 -0.2098562 -0.82879297
## 902   0.160108955  0.65540212 -15.497199  -34.85039 -0.2605471 -1.90925604
## 913   0.191644270  0.38428723 -18.870097  -49.18461 -0.2370240 -0.84670216
## 922  -0.885685208  0.28246722 -18.200677  -46.87457 -0.3749478 -0.80173438
## 932  -1.212647085  0.47253276 -19.539011  -52.64122 -0.3450851 -1.59578485
## 942   0.293318450  0.48837545 -28.776547 -139.01287 -0.4586499 -0.80274710
## 952  -0.257201147  0.35194085 -14.493953  -31.23522 -0.2820162 -0.99978729
## 962   0.268714939  0.34554972 -11.511031  -23.52508 -0.2269784 -0.40615841
## 972   0.293265043  0.35035925 -20.655508  -60.09297 -0.3058286 -0.64436712
## 982  -0.347486507  0.33931851 -24.035109  -84.54316 -0.5302857 -0.67706601
## 992   0.074732251  0.54308819 -23.443324  -78.51126 -0.4126050 -0.60078594
## 1002  0.349580569  0.55383100 -27.018926 -114.54346 -0.3911739 -1.04828049
##         callnNSE      calKGE   calsmNSE calsmlnNSE   calsmKGE        valNSE
## 1     -5.5717864 -0.27590615 -19.891355  -54.60976 -0.2978293 -0.8692238113
## 2     -0.6619236  0.37067545 -20.917246  -61.99614 -0.3615841  0.0434217070
## 3     -1.2298169  0.13674916 -27.197598 -116.99624 -0.3717360  0.0514204242
## 4     -0.7894870  0.30577953 -25.167931  -94.03140 -0.4358872 -0.1205731982
## 5     -0.7600639  0.28576584 -20.098579  -56.43833 -0.3066027  0.1505102525
## 6     -0.5396857  0.23694341 -13.242362  -28.18157 -0.1999479 -0.2175642224
## 7     -1.4069618  0.22245590 -26.382209 -106.78540 -0.4113264  0.2164378079
## 8     -0.6039316  0.33538899 -18.034690  -46.72135 -0.3163409 -0.0802688152
## 9     -0.8884761  0.32181187 -26.909643 -113.26506 -0.4197443  0.2346021748
## 10    -0.3176919  0.41036186 -24.002145  -85.54278 -0.4697765  0.0550791590
## 11    -3.7266396  0.14508687 -11.758602  -23.37876 -0.2273807 -1.0369958432
## 12    -0.7660483  0.18028265 -15.073355  -33.15008 -0.1925591 -0.0235310175
## 13    -0.4072285  0.34108298 -15.392645  -35.07479 -0.2740963 -0.4338856479
## 14    -0.8932591  0.36682284 -28.267272 -130.95799 -0.4154964  0.3268770158
## 15    -0.5821451  0.29138682 -18.609061  -48.06277 -0.2970909  0.1873503492
## 16    -2.3354153  0.11735326 -30.680343 -174.01210 -0.4225341  0.4641008711
## 17    -0.4297637  0.40438864 -20.653011  -60.82077 -0.3914103 -0.2887826063
## 18    -1.0435336  0.14065110 -23.843903  -83.68189 -0.3944903 -0.0833793392
## 19    -0.6357769  0.33210723 -23.168800  -77.19281 -0.3818671 -0.0239180069
## 20    -0.6364465  0.37768056 -16.234759  -39.08468 -0.3208285 -0.2270601010
## 21    -3.8960986  0.27552542 -24.242783  -85.80378 -0.5281686 -1.1517087479
## 22    -0.9997032  0.24939424 -28.535570 -135.89238 -0.3812547  0.3132585976
## 23    -1.3332125  0.31441955 -18.521784  -48.93783 -0.3831708 -0.4046066018
## 24    -1.0238746  0.20847170 -22.134946  -70.09387 -0.3797006 -0.1569552477
## 25    -5.6306923  0.23572879 -16.719839  -40.04499 -0.3173570 -1.3879357708
## 26    -1.4987565  0.10544683 -13.381479  -26.53526 -0.1394209  0.2787579161
## 27    -1.2190283  0.08100214 -23.354610  -78.03328 -0.3190085  0.2976735342
## 28    -1.4465306  0.12733987 -23.874018  -81.76433 -0.2748193 -0.0906920626
## 29    -1.5774415  0.13892021 -30.086867 -162.59573 -0.4368893  0.2298224839
## 30    -0.5588699  0.32175758 -18.999460  -51.87193 -0.3199249 -0.1759128071
## 31    -0.5091634  0.33442407 -18.335647  -48.46331 -0.3056809 -0.1776164375
## 32    -1.1826432  0.24733215 -19.327834  -51.47859 -0.2980793  0.2957245775
## 33    -2.0430992  0.37422484 -20.015594  -57.97916 -0.4160771 -0.8772675049
## 34    -3.8633652  0.29999837 -21.128845  -63.49609 -0.4519245 -1.3334856977
## 35    -1.7028572 -0.02743212 -28.900474 -140.21293 -0.3580408  0.0115966367
## 36    -7.8853430  0.11371318 -22.066667  -68.68178 -0.4436325 -1.5138226065
## 37    -0.9534666  0.29803773 -24.745990  -90.64340 -0.3769747  0.0768563020
## 38    -3.6814538  0.23409469 -16.290141  -37.85479 -0.2465376 -1.0086113848
## 39    -0.7226971  0.29933663 -18.199512  -47.13311 -0.3146505  0.1715436429
## 40    -1.6082767  0.06725763 -20.146008  -56.10593 -0.2926948  0.1707241801
## 41    -3.1537774  0.22038169 -21.532572  -64.76041 -0.3986068 -0.6244346794
## 42    -0.7413047  0.31538965 -19.364341  -51.66129 -0.2699944  0.2357299210
## 43    -0.8832774  0.32905559 -23.828918  -82.20719 -0.3347128  0.3200921585
## 44    -1.8346841  0.25600476 -16.731420  -40.84359 -0.3394975 -0.9185744981
## 45    -0.5228702  0.43747069 -20.367355  -57.63732 -0.4487748 -0.3714243197
## 46    -1.1389643  0.07945221 -14.803727  -31.51819 -0.1355778  0.2295751683
## 47    -3.7485099 -0.49402264 -28.364863 -131.84471 -0.3616429  0.1374164835
## 48    -0.8910984  0.38598937 -17.571066  -43.38531 -0.3491604 -0.1978050773
## 49    -1.7798306  0.15802801 -26.024200 -102.17782 -0.3629781  0.2835515914
## 50    -0.7715906  0.23595597 -13.541785  -28.52243 -0.2065306 -0.3263018911
## 51    -0.5372888  0.33112639 -18.755828  -49.37492 -0.2968476  0.0725481555
## 52    -0.4340791  0.31890907 -22.815620  -75.64747 -0.4126038 -0.1596095193
## 53    -1.6477888  0.14899223 -30.828073 -177.91028 -0.4766598  0.5452745102
## 54    -1.3317207  0.22697351 -25.121992  -93.08775 -0.3285903  0.3373014233
## 55    -0.4121626  0.50308427 -22.599493  -74.03502 -0.4569739 -0.5292305747
## 56    -1.3037336  0.08135191 -24.457709  -87.15639 -0.3229558  0.4708639302
## 57    -0.8398754  0.22820178 -23.110841  -75.68150 -0.3545749  0.4076294103
## 58    -1.5475150  0.32513743 -16.221813  -39.80857 -0.3031682 -0.9505497475
## 59    -1.1055818  0.22095802 -26.302671 -106.28059 -0.4407948  0.0170785063
## 60    -1.5595902  0.39795599 -14.438827  -33.01874 -0.3060983 -0.5487418187
## 61    -0.6961458  0.26248247 -16.254294  -38.83849 -0.2621015  0.0436159941
## 62    -0.7617073  0.31499211 -19.794924  -54.71624 -0.3306274 -0.0799175465
## 63    -0.5692965  0.33231978 -12.062618  -24.85630 -0.2044276  0.0215277987
## 64    -0.8584644  0.28950993 -27.381676 -119.37307 -0.4130786  0.0209720427
## 65    -0.7170799  0.39433380 -19.199429  -51.11046 -0.2811470  0.2298368851
## 66    -3.0028153  0.15668378 -17.763284  -46.61239 -0.3818544 -1.1960072004
## 67    -0.9608173  0.03011819 -16.920891  -40.90576 -0.2194525 -0.1388008997
## 68    -1.2554603  0.15168645 -23.351667  -78.90310 -0.3708290  0.1293446871
## 69    -0.9688408  0.10037775 -18.741077  -48.63655 -0.3069578  0.0324112782
## 70    -0.8587284  0.32584733 -27.602935 -122.24238 -0.4448333  0.1035505039
## 71    -0.6009737  0.38331247 -12.035808  -24.22979 -0.2346591 -0.2651346959
## 72    -2.2291917 -0.42833469 -25.923308 -101.25075 -0.3762995  0.2620875838
## 73    -0.7186848  0.03886658 -15.978367  -36.10064 -0.2030705  0.3401059327
## 74    -7.4845068 -0.01428980 -18.338496  -47.39607 -0.1832576 -1.4811250562
## 75    -1.3045614  0.18162454 -21.411582  -63.45507 -0.2658432  0.2904130599
## 76    -1.1028301  0.22727223 -14.284885  -30.31650 -0.2775306 -0.2103184922
## 77    -5.1707756  0.21397050 -14.435716  -31.53256 -0.2571717 -1.1431074019
## 78    -0.8710704  0.26963529 -13.453303  -28.24901 -0.2319581 -0.2665971310
## 79    -0.8602564  0.17799488 -21.105163  -62.74087 -0.3009398  0.0985203771
## 80    -0.8635281  0.28421133 -14.406846  -30.41653 -0.2096066 -0.2659991587
## 81    -0.9732363  0.28352402 -26.263805 -105.91226 -0.4093427  0.1026925514
## 82    -1.0202034  0.11337892 -19.865937  -55.35031 -0.2828178 -0.0420107111
## 83    -1.8203920  0.23785753 -18.050805  -45.27787 -0.3099688 -1.0371083869
## 84    -2.0532733  0.21634065 -26.010866 -101.99573 -0.2729314  0.3908662007
## 85    -2.6094243  0.29059898 -12.453552  -25.92961 -0.2739324 -0.6431358301
## 86    -0.8581828  0.18478051 -28.272168 -130.98337 -0.4958868  0.1393573217
## 87    -1.0592927  0.14668925 -17.076516  -42.02808 -0.2813045 -0.0740078645
## 88    -0.4516545  0.30868561 -24.600094  -90.23950 -0.4414641 -0.2406777584
## 89    -0.7931534  0.25508392 -12.751879  -26.50197 -0.2235197 -0.0496841803
## 90    -0.9800994 -0.09482185 -18.015612  -44.99371 -0.2504596  0.2712996154
## 91    -1.3525945  0.12481990 -19.958624  -54.66664 -0.2579769  0.2191620429
## 92    -0.3174406  0.43573784 -21.023356  -62.11656 -0.3247083 -0.1196396010
## 93    -1.0855229 -0.03950766 -21.305304  -63.06555 -0.3086425 -0.0001097476
## 94    -1.4176720  0.24065013 -29.716211 -155.04216 -0.4572019  0.3251350626
## 95    -0.6900552  0.42428911 -16.152806  -37.09630 -0.2914291 -0.5664743626
## 96    -0.5813717  0.33745090 -13.802746  -29.88810 -0.2364063  0.0495627895
## 97    -1.1298792  0.11670910 -21.823348  -67.01955 -0.3066366  0.1504322613
## 98    -0.8606856  0.36947256 -25.883930 -101.32128 -0.5134344 -0.3740843438
## 99    -0.4837148  0.43561148 -24.942841  -91.67622 -0.3804497  0.0617358799
## 100   -1.1641866  0.28803830 -27.941638 -126.37076 -0.3969091  0.4152145572
## 110   -5.7206255 -0.58812888 -20.085772  -55.42729 -0.2897767 -0.9307782693
## 210   -0.3953020  0.43233180 -20.725991  -60.35106 -0.3503707 -0.1449311728
## 310   -0.7552802  0.34196010 -26.899213 -112.97078 -0.3713115  0.0656313703
## 410   -2.0684741  0.07462286 -25.057872  -92.70272 -0.4183814 -0.4130531540
## 510   -0.5168971  0.22293919 -20.003385  -55.56073 -0.3064298  0.2460689979
## 610   -0.2417364  0.44044858 -13.090175  -27.37341 -0.1981731 -0.2452118123
## 710   -1.0535389  0.32275463 -26.024279 -102.46616 -0.4037125  0.2436513736
## 810   -1.1142463  0.29369872 -17.707186  -44.76091 -0.3049712 -0.3184588029
## 910   -0.5959052  0.34761239 -26.572128 -108.82171 -0.4081579  0.2120500141
## 101   -0.8269357  0.39542432 -23.980368  -84.94318 -0.4633705 -0.3846080794
## 111   -3.6792747  0.03816628 -11.856926  -23.34077 -0.2244601 -0.9995619205
## 121   -0.2414064  0.45519467 -14.727196  -31.63631 -0.1868595  0.0086265066
## 131   -0.8092612  0.37614584 -15.295305  -34.41657 -0.2533755 -0.7303915201
## 141   -0.6355739  0.36414571 -27.986130 -126.57736 -0.4067619  0.3861792830
## 151   -0.8559686  0.18718621 -18.281056  -46.21417 -0.2779354  0.0915341780
## 161   -2.1341065  0.15055788 -30.450196 -168.84423 -0.4180735  0.5189054640
## 171   -1.3590810  0.32844006 -20.494841  -59.49714 -0.3735501 -0.6640984661
## 181   -0.4937493  0.37446245 -23.693503  -81.93555 -0.3875733 -0.2057505305
## 191   -0.7013207  0.37821530 -22.817328  -74.05987 -0.3630469 -0.2106414637
## 201   -1.3365064  0.26300322 -16.192068  -38.38159 -0.3171578 -0.3777711110
## 211   -4.3925117  0.13635078 -24.305535  -86.03377 -0.4871195 -1.1983849748
## 221   -0.6601601  0.38403739 -28.185742 -130.19893 -0.3809422  0.3428911219
## 231   -2.3831035  0.13920372 -18.447039  -48.30374 -0.3671131 -0.5798543754
## 241   -1.1188392  0.26227833 -21.942310  -68.29333 -0.3602820 -0.3917441941
## 251   -5.1691146  0.09851065 -16.658282  -39.42115 -0.2699557 -1.3341634186
## 261   -1.2124274  0.07616010 -13.128273  -25.58507 -0.1428330  0.3267563322
## 271   -0.5973880  0.27818011 -23.089278  -75.70724 -0.3120184  0.3005135497
## 281   -1.4494911 -0.24314722 -24.183970  -84.17198 -0.2449656 -0.0484110559
## 291   -1.3253118  0.25146691 -29.802460 -156.71650 -0.4389660  0.2772685305
## 301   -0.9001688  0.39033187 -18.666409  -49.70328 -0.3117181 -0.4063159434
## 311   -0.8726951  0.40029957 -18.058642  -46.69695 -0.2953994 -0.4175017965
## 321   -0.8977660  0.31561619 -18.857392  -48.84733 -0.2951850  0.3354902374
## 331   -4.3444858  0.18099770 -20.201862  -58.75269 -0.4123004 -1.1742409431
## 341   -4.3618573  0.20369016 -21.260393  -64.03880 -0.4361704 -1.3855681647
## 351    0.2014963  0.33365332 -28.672880 -136.49579 -0.3747625 -0.7855841923
## 361   -8.1636538 -0.06174755 -22.135641  -68.87201 -0.3902684 -1.5388038184
## 371   -0.4659487  0.41083525 -24.599367  -88.86813 -0.3634241 -0.0173373026
## 381   -3.5850483  0.11287772 -16.334286  -37.82094 -0.2109015 -0.9947742528
## 391   -0.4611450  0.35623912 -17.764228  -44.66578 -0.3038738  0.0446735920
## 401   -1.3092696  0.16503041 -19.825246  -54.13086 -0.2856109  0.1805171862
## 411   -4.5745185  0.01759770 -21.489388  -64.25855 -0.3699172 -0.8542497873
## 421   -0.5985520  0.23697283 -19.166936  -50.40334 -0.2620189  0.3325566335
## 431   -0.4668872  0.42699528 -23.452255  -78.76040 -0.3278448  0.2813586664
## 441   -1.9308570  0.19385715 -16.792765  -40.80616 -0.3197248 -0.9138878340
## 451   -0.1719601  0.14754387 -20.224071  -56.31566 -0.3748826 -0.1183723525
## 461   -0.9178975  0.12977498 -14.734064  -31.17840 -0.1334262  0.1163571635
## 471   -3.6005306 -0.80459324 -28.098390 -127.77794 -0.3533435  0.2463444939
## 481   -1.4686347  0.24959062 -17.401555  -42.44071 -0.3213144 -0.2992559325
## 491   -1.5603530  0.24430337 -25.681543  -98.37824 -0.3617123  0.3292152185
## 501   -0.6298171  0.40337567 -13.250990  -27.20775 -0.1981865 -0.4873258943
## 511   -0.1851698  0.51505361 -18.305414  -46.75383 -0.2828858 -0.0363632571
## 521   -0.5821009  0.41085736 -22.600535  -73.63376 -0.3962592 -0.5215502039
## 531   -1.3074830  0.10342312 -30.644516 -173.51334 -0.4707699  0.5715933829
## 541   -1.1353982  0.30657560 -24.757884  -89.47859 -0.3286626  0.3583238943
## 551   -1.7046179  0.39193901 -22.735439  -74.75226 -0.4442619 -0.8551699659
## 561   -0.5630265  0.24198817 -24.336997  -85.94549 -0.3225957  0.4967750421
## 571   -0.7000526  0.13144312 -22.844926  -73.43411 -0.3439978  0.4208510358
## 581   -3.4144618  0.21662333 -16.266715  -39.72717 -0.2947587 -1.2773525270
## 591   -1.1701439  0.14588138 -26.045768 -102.97494 -0.4227145 -0.1321428543
## 601   -2.0132053  0.32208161 -14.461945  -32.95606 -0.2991436 -0.5911864066
## 611   -0.3588529  0.41278135 -15.996015  -37.41607 -0.2572118 -0.0580562253
## 621   -0.7703886  0.33526488 -19.383696  -52.10761 -0.3125634 -0.2029055073
## 631   -0.3816596  0.41799266 -11.841970  -23.90983 -0.1995968 -0.0549034163
## 641   -0.4201522  0.44000330 -27.060819 -114.71916 -0.4046173 -0.0525981913
## 651   -0.4550883  0.41196922 -18.940775  -49.45165 -0.2661071  0.1603733943
## 661   -3.0779670  0.15303986 -17.895965  -47.07796 -0.3764107 -1.2007414408
## 671   -0.4484384  0.29770051 -16.612707  -39.35686 -0.2116225 -0.1098472647
## 681   -0.6413863  0.37998429 -23.056308  -76.23318 -0.3617512  0.1064855139
## 691   -1.9433334 -0.09109155 -18.628939  -47.82377 -0.2898627 -0.1121800873
## 701   -0.6494799  0.33618184 -27.326115 -118.18011 -0.4304039 -0.0398371864
## 711   -1.1423070  0.30410180 -11.976132  -23.77836 -0.2234285 -0.4270958120
## 721   -2.5262815 -0.97167747 -25.687653  -98.52164 -0.3729871  0.3521877607
## 731   -0.6962564  0.04540850 -15.915025  -35.65838 -0.1992857  0.2486222638
## 741   -7.1047119 -0.26100983 -18.363406  -47.53079 -0.1277015 -1.4583485577
## 751   -1.3433939  0.22223189 -21.030313  -60.94423 -0.2634071  0.3232790061
## 761   -1.7991918  0.07297179 -14.102776  -29.46814 -0.2542936 -0.3844052298
## 771   -4.9046118  0.13069400 -14.424571  -31.22483 -0.2347427 -1.1336722217
## 781   -1.9413964  0.14586846 -13.302794  -27.39673 -0.2211640 -0.5191252486
## 791   -0.4031852  0.40059751 -20.695406  -59.92221 -0.2930904  0.0969617375
## 801   -1.8948907  0.07565818 -14.404309  -30.16140 -0.1873913 -0.3890133149
## 811   -0.7408613  0.29005400 -26.018740 -102.74729 -0.3944827  0.0147813946
## 821   -0.5016957  0.37083555 -19.690492  -54.10169 -0.2758107 -0.0410469771
## 831   -2.0273282  0.08992449 -18.223374  -45.95485 -0.2518050 -1.0450482730
## 841   -2.3714465  0.02913469 -25.800890  -99.67296 -0.2768233  0.5657736040
## 851   -2.5684122  0.29617137 -12.374085  -25.46190 -0.2620588 -0.6426332221
## 861   -1.5890197 -0.08864565 -28.207908 -129.72260 -0.4819030 -0.1023007417
## 871   -0.5586285  0.35608728 -16.711389  -40.09301 -0.2731514 -0.1090629344
## 881   -1.4088432  0.37578073 -24.377778  -87.67152 -0.4243300 -0.7097420182
## 891   -0.6674708  0.32087510 -12.474494  -25.29107 -0.2198684 -0.2078953858
## 901   -0.9080430 -0.16568815 -17.991768  -44.65154 -0.2454044  0.3220869882
## 911   -1.1681998  0.23464695 -19.555179  -52.34238 -0.2585819  0.2590864563
## 921   -1.2202495  0.37178547 -20.925615  -61.17554 -0.3003373 -0.3890364220
## 931   -2.4762029 -0.27906359 -21.388379  -63.32694 -0.2956018 -0.1809591210
## 941   -0.9770641  0.38455690 -29.386301 -148.61294 -0.4577694  0.4141814590
## 951   -1.0000228  0.17355689 -16.173322  -36.86799 -0.2469713 -0.6313949937
## 961   -0.3165945  0.45049147 -13.508206  -28.57201 -0.2290995 -0.0721015344
## 971   -0.8212194  0.28464293 -21.411291  -64.07097 -0.3056108  0.1706057033
## 981   -1.0871723  0.23838422 -25.966507 -101.89140 -0.4762540 -0.4167507406
## 991   -0.5695615  0.32867165 -24.702452  -89.08743 -0.3682449 -0.0291874452
## 1001  -0.9086006  0.34194231 -27.627016 -121.71802 -0.3896553  0.4629210210
## 112   -6.3002826 -0.46562420 -17.676315  -43.82513 -0.2260402 -1.4505784643
## 212   -0.3875180  0.43708778 -18.207669  -48.32581 -0.3620707 -0.4709994382
## 312   -0.6337134  0.34462246 -25.672252  -99.98662 -0.4042928 -0.0560493580
## 412   -3.2895165  0.15865408 -23.439548  -78.57076 -0.4782917 -1.0587742613
## 512   -0.6280494  0.15577899 -17.429374  -43.99103 -0.3072009 -0.2317800698
## 612   -0.5107929  0.38499939 -10.693841  -21.46518 -0.1820104 -0.5646971172
## 712   -0.8493662  0.34642873 -25.337481  -95.90631 -0.4070795  0.1042785333
## 812   -1.9857058  0.27946644 -15.801818  -37.92003 -0.3235289 -0.7240719703
## 912   -0.6113011  0.35123259 -25.690692  -99.56660 -0.4280537 -0.0484378679
## 102   -1.2148800  0.33213861 -20.788680  -63.33448 -0.4604258 -0.6597438956
## 113   -4.1450199  0.08950174  -9.573880  -18.08130 -0.1847009 -1.2208530557
## 122   -0.2711853  0.45406007 -13.092097  -26.97224 -0.2117620 -0.2554823171
## 132   -1.3315742  0.16782840 -12.462791  -25.63415 -0.2787127 -1.0290386200
## 142   -0.5258880  0.39566225 -27.422275 -119.48776 -0.4094241  0.2465386760
## 152   -1.5124483  0.21978953 -17.166265  -41.49364 -0.3234870 -0.3186151945
## 162   -1.9881045  0.17479143 -30.057705 -161.17831 -0.4178443  0.4957816710
## 172   -2.1756663  0.22987785 -18.151452  -48.26024 -0.3923167 -1.0078060139
## 182   -0.7261953  0.36705217 -20.721960  -62.52032 -0.3947328 -0.5131374569
## 192   -1.9469838  0.28254428 -21.299292  -64.33910 -0.4214847 -0.7507808144
## 202   -2.0866976  0.25964901 -13.393710  -29.40074 -0.2948821 -0.7434755457
## 213   -5.9313402  0.15964583 -22.068308  -70.36578 -0.4984340 -1.2604965161
## 222   -0.5307050  0.40495734 -27.389536 -119.90514 -0.3761020  0.2895149502
## 232   -3.4773648  0.19170409 -16.195759  -39.45972 -0.3562979 -0.7836566429
## 242   -3.0013963  0.12958925 -19.222531  -52.93676 -0.3987948 -1.0330563339
## 252   -6.5754920  0.19433310 -14.495814  -32.28099 -0.2874854 -1.2439853993
## 262   -0.9351213  0.26937001 -11.924790  -22.39539 -0.1550846  0.2580118112
## 272   -0.2061329  0.49528175 -21.217222  -63.61700 -0.3591755 -0.0262385121
## 282   -1.6700620 -0.10315769 -21.659119  -65.57474 -0.2010179 -0.1977386211
## 292   -1.1760721  0.25952561 -29.246468 -147.37284 -0.4262106  0.2276915289
## 302   -1.9388088  0.32754743 -16.682750  -41.97039 -0.3256258 -0.8987106260
## 313   -1.8387358  0.33444137 -15.708560  -37.78710 -0.3137531 -0.8845352545
## 322   -0.7284563  0.33514099 -18.396645  -47.09270 -0.2907656  0.2063198104
## 332   -6.8658429  0.10481318 -16.339222  -40.82575 -0.3641931 -1.4250253323
## 342   -6.3514893  0.02820540 -18.145053  -48.47924 -0.3941635 -1.4790938827
## 352   -2.2901579 -0.05387632 -27.803989 -123.87923 -0.3730812  0.4891014327
## 362  -10.2702288  0.04318746 -20.217851  -58.25298 -0.4085683 -1.6653489884
## 372   -0.5481057  0.39974000 -21.959599  -69.41232 -0.4043561 -0.3321875307
## 382   -4.0524791  0.11576920 -14.108444  -30.62878 -0.1866111 -1.0850653922
## 392   -0.9043116  0.30307904 -16.311063  -39.49813 -0.3344906 -0.2808905349
## 402   -0.7813240  0.34574664 -18.529348  -48.13262 -0.3165299  0.0681564360
## 413   -6.7398586  0.08738796 -20.024701  -55.97754 -0.4252638 -1.3863095930
## 422   -0.6564732  0.25659462 -17.817763  -44.12634 -0.2516114  0.0659483689
## 432   -0.3821877  0.42808294 -22.239189  -70.33287 -0.3680812  0.1221414445
## 442   -2.1202536  0.23443207 -14.271083  -32.21339 -0.2698380 -0.9258844763
## 452    0.1165955 -0.33605348 -16.778505  -39.04070 -0.4458372  0.0772912523
## 462   -0.3617371  0.40222294 -12.003560  -22.86499 -0.1448195  0.0310742986
## 472   -2.2279008  0.14981065 -27.309951 -117.53058 -0.3364151  0.3996385200
## 482   -2.0102225  0.29659112 -15.988897  -37.21079 -0.3667637 -0.4979934884
## 492   -1.3686216  0.25782280 -25.116739  -93.31110 -0.3534536  0.2693160972
## 502   -1.5138486  0.30028640 -11.059517  -21.73691 -0.2097765 -1.0063840902
## 513   -0.6692758  0.41837464 -16.997942  -41.56473 -0.3305198 -0.4092360203
## 522   -0.9772622  0.27162472 -20.207238  -59.24772 -0.4368929 -0.8683883058
## 532   -1.1386520  0.13242061 -30.160641 -164.01358 -0.4830735  0.4807624332
## 542   -0.9661714  0.31600703 -24.182188  -84.90091 -0.3186203  0.3087525002
## 552   -3.1549420  0.16876637 -19.173510  -53.67292 -0.4331683 -1.0571847075
## 562   -0.7518193  0.34967737 -22.101622  -69.36995 -0.3661693  0.1614247711
## 572   -0.7805887  0.14893311 -22.013326  -67.88068 -0.3497469  0.1884792598
## 582   -5.4496065  0.03970329 -12.851841  -28.16070 -0.2754459 -1.6492310271
## 592   -2.3815732  0.07813517 -24.537254  -88.85634 -0.4735480 -0.6624334694
## 602   -3.2793218  0.30937510 -11.336182  -23.40694 -0.2685475 -0.6101539423
## 613   -0.3752745  0.44141523 -13.614491  -29.98586 -0.2492552 -0.3146696468
## 622   -1.9537497  0.23021630 -18.198284  -46.98314 -0.3576076 -0.7143894369
## 632   -0.3153992  0.44013041  -9.689303  -18.85864 -0.2039978 -0.2577140197
## 642   -0.5886921  0.41302738 -25.650225  -99.18327 -0.4364382 -0.3934836351
## 652   -0.5273228  0.38953123 -17.200150  -41.90783 -0.3194086 -0.1503243425
## 662   -4.4812401  0.05481321 -14.095474  -32.29857 -0.3124855 -1.2014519515
## 672   -0.5116480  0.31433775 -14.876055  -33.48406 -0.2401353 -0.2924163446
## 682   -0.6011494  0.36085233 -21.232733  -64.66066 -0.4062052 -0.0764118829
## 692   -3.1516391  0.01456837 -16.877611  -40.09161 -0.3100713 -0.6891368158
## 702   -0.8818922  0.32094140 -26.207971 -105.03249 -0.4819632 -0.4669423506
## 713   -1.6426379  0.26213576  -9.561688  -18.10203 -0.2170407 -0.6430431326
## 722   -0.3032212  0.47187998 -24.262419  -85.45077 -0.3767343  0.2705302710
## 732   -0.7031495  0.13522314 -13.765525  -28.65153 -0.2117632 -0.0817596627
## 742   -7.5982921 -0.34743946 -16.473311  -40.22567 -0.1464384 -1.5503956408
## 752   -0.9496150  0.27370880 -20.422314  -57.72357 -0.2513308  0.2633471692
## 762   -2.5154336  0.18830125 -12.580750  -25.27317 -0.2759502 -0.7027871381
## 772   -5.7345186  0.18583892 -12.344751  -25.62615 -0.2030800 -1.1460544676
## 782   -3.3158784  0.11128590 -10.755721  -20.93253 -0.2219602 -0.9896239239
## 792   -0.3910060  0.38472204 -19.579991  -54.43256 -0.3358268 -0.0449882732
## 802   -3.5974886  0.12104142 -12.151756  -23.36445 -0.2111617 -1.0940798473
## 813   -1.2779303  0.23459625 -24.352720  -86.92165 -0.4356367 -0.4094530589
## 822   -0.4104818  0.37923967 -17.106082  -42.60568 -0.2982654 -0.2373484392
## 832   -2.2161340  0.15495660 -15.423726  -34.75744 -0.2792071 -1.1304547868
## 842   -1.1803160  0.20846762 -24.249402  -84.95147 -0.2618879  0.5288362131
## 852   -3.3690167  0.35429018 -10.040807  -19.64241 -0.2450170 -0.6413900484
## 862   -2.1090686  0.12871101 -27.107392 -114.66587 -0.5624238 -0.7164923540
## 872   -0.7202227  0.33330008 -15.045127  -34.76805 -0.2825780 -0.3818948964
## 882   -2.9170780  0.24298822 -22.099410  -71.18574 -0.4763298 -1.3176455722
## 892   -1.1334640  0.29331289 -10.483228  -20.69962 -0.2098562 -0.5696427042
## 902   -1.1733532 -0.09945491 -15.497199  -34.85039 -0.2605471 -0.1010238024
## 913   -0.8910200  0.25575090 -18.870097  -49.18461 -0.2370240  0.2036295004
## 922   -2.5061054  0.28914945 -18.200677  -46.87457 -0.3749478 -0.9656804671
## 932   -3.6838517 -0.19763898 -19.539011  -52.64122 -0.3450851 -1.0299997264
## 942   -0.7385309  0.42596667 -28.776547 -139.01287 -0.4586499  0.3114813796
## 952   -1.3363270  0.23668100 -14.493953  -31.23522 -0.2820162 -0.9797680009
## 962   -0.3845832  0.41611131 -11.511031  -23.52508 -0.2269784 -0.3271007255
## 972   -0.6863081  0.28095152 -20.655508  -60.09297 -0.3058286  0.0924103752
## 982   -1.1619495  0.26381217 -24.035109  -84.54316 -0.5302857 -0.5974284762
## 992   -1.2557517  0.32610671 -23.443324  -78.51126 -0.4126050 -0.6125911711
## 1002  -0.7428769  0.37177386 -27.018926 -114.54346 -0.3911739  0.3993088167
##          vallnNSE       valKGE  valsmNSE valsmlnNSE      valsmKGE treatment
## 1     -7.30506911  0.053269397 -53.09244 -184.47303 -0.0669103530    SSURGO
## 2      0.30415922  0.158879055 -57.00909 -218.42538 -0.1003431867    SSURGO
## 3      0.31824708  0.060387063 -71.23152 -385.47046 -0.2428481992    SSURGO
## 4     -0.90095964  0.218549011 -66.81660 -319.81901 -0.2103582927    SSURGO
## 5      0.28566710  0.275835005 -54.54901 -196.29634 -0.0756160863    SSURGO
## 6     -0.24529886  0.014176369 -39.03822 -108.61962  0.1015021388    SSURGO
## 7      0.56242565  0.204397969 -69.59093 -358.19566 -0.2410667281    SSURGO
## 8     -0.41492272  0.185144037 -50.47288 -170.80336 -0.0194568621    SSURGO
## 9      0.49762719  0.270670273 -70.83238 -378.86673 -0.2519444899    SSURGO
## 10     0.01574933  0.228547533 -64.77686 -301.17224 -0.1860702928    SSURGO
## 11    -7.46181344 -0.074237857 -35.64619  -94.31903  0.1077009060    SSURGO
## 12     0.10863325  0.092800044 -42.57634 -121.04962  0.0622051848    SSURGO
## 13    -1.01490062 -0.002097074 -44.11142 -131.83905  0.0609775191    SSURGO
## 14     0.65443445  0.331987351 -73.88480 -431.69833 -0.3080912704    SSURGO
## 15     0.02447411  0.356272817 -51.10827 -170.21177 -0.0562647550    SSURGO
## 16     0.63706266  0.394417452 -79.38103 -561.25640 -0.3359186105    SSURGO
## 17    -0.85511123  0.092146935 -56.78276 -218.62486 -0.0937602268    SSURGO
## 18     0.05254809  0.049867144 -63.89026 -288.26337 -0.1579754408    SSURGO
## 19     0.03209507  0.153304966 -62.17365 -266.13568 -0.1547948468    SSURGO
## 20    -1.36131805  0.178520933 -46.58413 -147.81915  0.0075364326    SSURGO
## 21    -7.77046868 -0.118495536 -65.30607 -302.11037 -0.2259249428    SSURGO
## 22     0.52185075  0.269232928 -74.42186 -444.80960 -0.2661305800    SSURGO
## 23    -2.68167563  0.134810721 -51.99328 -181.22720 -0.0532969009    SSURGO
## 24    -0.20133195  0.080822285 -59.93675 -245.12660 -0.1165659378    SSURGO
## 25   -10.25181177 -0.169552665 -46.93711 -147.11376 -0.0037733712    SSURGO
## 26     0.55016606  0.298876653 -37.91354  -96.91152  0.0566814250    SSURGO
## 27     0.62912272  0.243801416 -62.09780 -263.16415 -0.1548945519    SSURGO
## 28    -2.12448809  0.346826168 -62.45762 -265.20340 -0.1740069472    SSURGO
## 29     0.48210210  0.173794249 -78.15268 -530.06178 -0.3349945678    SSURGO
## 30    -0.40246474  0.099018181 -52.79354 -188.18434 -0.0357950964    SSURGO
## 31    -0.40233485  0.101445253 -51.23551 -176.88095 -0.0187858037    SSURGO
## 32     0.50751508  0.294146071 -52.77003 -180.53781 -0.0991625362    SSURGO
## 33    -4.66225922 -0.054313706 -55.90973 -215.15876 -0.0893769347    SSURGO
## 34    -8.73175057 -0.196854536 -58.27034 -231.61277 -0.1252246136    SSURGO
## 35    -0.03005700  0.405441876 -74.84876 -449.35234 -0.2928524707    SSURGO
## 36   -12.96732817 -0.228903827 -59.62906 -240.45945 -0.1609863784    SSURGO
## 37     0.38453912  0.143951858 -65.63851 -305.85916 -0.1842566337    SSURGO
## 38    -6.86177529 -0.065006281 -44.90521 -134.04168  0.0221639702    SSURGO
## 39     0.13174468  0.301879493 -50.70958 -170.92336 -0.0250161749    SSURGO
## 40     0.46555453  0.153488257 -54.59290 -194.64752 -0.0948766150    SSURGO
## 41    -4.81061235  0.094347820 -58.24704 -226.27785 -0.1425031066    SSURGO
## 42     0.45716853  0.304254898 -52.74187 -180.39110 -0.0830913901    SSURGO
## 43     0.57980359  0.318674987 -63.38973 -278.08627 -0.1579183095    SSURGO
## 44    -4.70495573 -0.061971292 -47.66797 -154.15214 -0.0064551637    SSURGO
## 45    -2.02348169  0.114965026 -55.35351 -201.59902 -0.1447148145    SSURGO
## 46     0.39175990  0.383149207 -41.40034 -113.25706  0.0556068529    SSURGO
## 47     0.33895234  0.206579575 -74.01136 -432.08712 -0.3047539695    SSURGO
## 48    -1.84059812  0.225317777 -49.14563 -158.77104 -0.0392081476    SSURGO
## 49     0.58831215  0.218530094 -68.51302 -340.01320 -0.2419509641    SSURGO
## 50    -0.51402475 -0.013461860 -39.47690 -108.57665  0.1053430854    SSURGO
## 51     0.23596888  0.180059882 -51.72060 -176.04528 -0.0439914682    SSURGO
## 52    -0.17178739  0.085547591 -61.78583 -266.21561 -0.1401820259    SSURGO
## 53     0.81984547  0.530564990 -79.85336 -577.44933 -0.3440668122    SSURGO
## 54     0.61274171  0.270879375 -66.34251 -310.68145 -0.2227954713    SSURGO
## 55    -2.10442970  0.035063225 -61.57593 -264.86488 -0.1537234909    SSURGO
## 56     0.76373853  0.556565073 -64.62295 -290.85488 -0.1790037890    SSURGO
## 57     0.61022334  0.456051325 -61.75832 -258.14865 -0.1862813410    SSURGO
## 58    -3.84628143 -0.163722051 -46.91310 -152.77633  0.0096196651    SSURGO
## 59     0.17463758  0.175406319 -69.44443 -357.94383 -0.2331768375    SSURGO
## 60    -3.82628085  0.099141823 -43.23875 -132.76322  0.0148755381    SSURGO
## 61     0.12838134  0.167607789 -46.16863 -143.84563  0.0342893563    SSURGO
## 62    -0.05837304  0.129936680 -54.15612 -193.31621 -0.0819270431    SSURGO
## 63     0.03297901  0.181403727 -36.73518  -99.53977  0.0835342966    SSURGO
## 64     0.26528387  0.112902178 -71.86009 -396.75234 -0.2509960442    SSURGO
## 65     0.51749093  0.275565496 -52.35838 -178.86818 -0.0574412863    SSURGO
## 66    -6.90075068 -0.136514648 -51.23153 -181.45704 -0.0431895006    SSURGO
## 67    -0.07793927  0.020362401 -47.14587 -146.99898  0.0244574570    SSURGO
## 68     0.41320274  0.147999511 -62.54250 -270.54938 -0.1467358471    SSURGO
## 69    -0.67018407  0.315686294 -51.35391 -171.85451 -0.0513766425    SSURGO
## 70     0.38007629  0.199209713 -72.47957 -407.90058 -0.2616506649    SSURGO
## 71    -1.30066361  0.147004922 -36.43088  -96.84004  0.0935901960    SSURGO
## 72     0.53397304  0.282806645 -68.36229 -338.47440 -0.2293915587    SSURGO
## 73     0.34082622  0.536070014 -44.32441 -128.66956  0.0251693434    SSURGO
## 74   -12.12747152 -0.206946144 -48.33186 -153.91636 -0.0184004444    SSURGO
## 75     0.55341958  0.224833187 -57.42564 -216.15218 -0.1509159470    SSURGO
## 76    -1.52949862  0.203937920 -41.15279 -114.66121  0.0586521912    SSURGO
## 77    -8.84471644 -0.084514110 -41.50091 -119.27315  0.0539791235    SSURGO
## 78    -0.98866988  0.119343614 -39.33406 -108.15189  0.0991676287    SSURGO
## 79     0.36720487  0.139779690 -57.12436 -217.63267 -0.0954875164    SSURGO
## 80    -1.26002985  0.153349033 -40.81000 -111.79984  0.0769824963    SSURGO
## 81     0.34989692  0.196037660 -69.32202 -355.90758 -0.2230293614    SSURGO
## 82     0.18031932  0.030615829 -54.06918 -193.09495 -0.0561275549    SSURGO
## 83    -4.79614846 -0.151643468 -49.46061 -159.84573 -0.0344983273    SSURGO
## 84     0.71573300  0.555230505 -67.94003 -332.19906 -0.1984696343    SSURGO
## 85    -4.76583204  0.078742674 -38.39812 -107.88475  0.0458686050    SSURGO
## 86    -0.26068094  0.361371678 -73.99046 -434.75200 -0.2978029393    SSURGO
## 87     0.01369411  0.078190099 -48.00614 -153.78767  0.0111174956    SSURGO
## 88    -0.36124484  0.049350061 -65.84190 -312.16443 -0.1907044517    SSURGO
## 89    -0.22180663  0.162019022 -37.99570 -103.55212  0.0985211928    SSURGO
## 90     0.22541635  0.503802295 -49.34478 -158.10019 -0.0212072368    SSURGO
## 91     0.42913728  0.174554039 -53.97790 -188.41997 -0.1247882515    SSURGO
## 92    -0.38720306  0.156846717 -56.93571 -216.43539 -0.0804275954    SSURGO
## 93    -1.91450069  0.425632064 -57.06717 -215.07617 -0.1088562464    SSURGO
## 94     0.61302222  0.252765140 -77.34983 -508.67244 -0.3353556449    SSURGO
## 95    -2.24646655  0.015592179 -45.23399 -135.11131  0.0056502172    SSURGO
## 96     0.19323667  0.181482149 -40.60162 -115.40300  0.0732317496    SSURGO
## 97     0.42438412  0.143651712 -58.76422 -230.75641 -0.1243879661    SSURGO
## 98    -2.01254732  0.128772797 -68.62457 -345.37798 -0.2549908009    SSURGO
## 99     0.19550184  0.216474809 -66.04994 -308.53755 -0.2130593064    SSURGO
## 100    0.62427286  0.379772457 -73.04503 -416.01759 -0.2664887746    SSURGO
## 110   -7.02798908  0.046183805 -53.53448 -186.68153 -0.0725835453       RSS
## 210   -0.30220096  0.133146970 -56.34506 -211.43648 -0.1004408910       RSS
## 310    0.35146678  0.126217003 -70.56331 -373.66485 -0.2432761953       RSS
## 410   -2.66225874  0.143120261 -66.38677 -313.05174 -0.2128979956       RSS
## 510    0.29704205  0.419095670 -54.24446 -192.91532 -0.0832624125       RSS
## 610   -0.44702266  0.052469982 -38.55507 -105.49071  0.1055961586       RSS
## 710    0.58541088  0.263131855 -68.67369 -343.44256 -0.2418227807       RSS
## 810   -1.80668175  0.151492491 -49.53439 -163.44746 -0.0144905703       RSS
## 910    0.33119420  0.318905011 -69.95783 -363.39670 -0.2536825268       RSS
## 101   -2.02049041  0.117205188 -64.63687 -298.25963 -0.1806835111       RSS
## 111   -7.38717775 -0.051167335 -35.60230  -93.23090  0.1223675283       RSS
## 121    0.08908939  0.161680855 -41.62852 -115.53369  0.0569113444       RSS
## 131   -2.70693400 -0.075258530 -43.59869 -128.31402  0.0700664067       RSS
## 141    0.63704272  0.412601144 -73.23932 -418.16057 -0.3106468683       RSS
## 151   -0.66331721  0.364760012 -50.14370 -162.93157 -0.0586341164       RSS
## 161    0.70976490  0.452147450 -78.82718 -545.09167 -0.3305934668       RSS
## 171   -3.24225145  0.005837086 -56.24190 -212.90773 -0.0899311866       RSS
## 181   -0.39759925  0.076777106 -63.46152 -281.74166 -0.1604235543       RSS
## 191   -0.95984674  0.160534805 -61.16863 -254.15593 -0.1548169222       RSS
## 201   -2.64007877  0.152081330 -46.13849 -143.65611  0.0133940788       RSS
## 211   -7.98763271 -0.128370625 -65.12313 -298.88068 -0.2130711777       RSS
## 221    0.56467172  0.315404973 -73.60144 -427.33517 -0.2660811417       RSS
## 231   -4.38673511  0.095657502 -51.58498 -177.42448 -0.0490098148       RSS
## 241   -1.42854496  0.072799402 -59.28848 -237.56089 -0.1142455088       RSS
## 251   -9.59865640 -0.149630196 -46.13460 -141.52204  0.0086800832       RSS
## 261    0.55812683  0.401281632 -37.39429  -94.17318  0.0490618108       RSS
## 271    0.61049883  0.286574228 -61.48411 -255.74975 -0.1589149825       RSS
## 281   -1.79599449  0.377625747 -62.77190 -267.45511 -0.1793218136       RSS
## 291    0.55244429  0.228678296 -77.49863 -512.33241 -0.3354618631       RSS
## 301   -1.66813987  0.081751878 -51.84136 -179.96364 -0.0311136036       RSS
## 311   -1.66542267  0.073991480 -50.41833 -170.05062 -0.0145451722       RSS
## 321    0.51487545  0.356817704 -51.58933 -171.67632 -0.1021249162       RSS
## 331   -8.35123324 -0.121790567 -56.13746 -216.14011 -0.0852329732       RSS
## 341   -9.06049255 -0.210093179 -58.30650 -231.03410 -0.1177769157       RSS
## 351   -0.16347226  0.296001785 -74.58053 -443.64695 -0.2935817932       RSS
## 361  -13.04123268 -0.234451739 -59.36256 -237.07771 -0.1461952544       RSS
## 371    0.05406502  0.177543812 -65.17736 -298.89996 -0.1843783454       RSS
## 381   -6.78591996 -0.059693272 -44.68399 -132.27715  0.0346413476       RSS
## 391   -0.47261216  0.299578170 -49.53262 -161.97232 -0.0215456800       RSS
## 401    0.49789596  0.205471315 -53.78781 -187.95509 -0.0983255884       RSS
## 411   -6.37571963  0.021889710 -57.87227 -221.92218 -0.1446202940       RSS
## 421    0.36501133  0.416256687 -52.22563 -175.98300 -0.0931881768       RSS
## 431    0.45569005  0.350065533 -62.42836 -266.49752 -0.1584115049       RSS
## 441   -4.67845320 -0.059818493 -47.40859 -151.93067  0.0031098209       RSS
## 451   -1.44097291  0.230700404 -54.29157 -191.92088 -0.1500691175       RSS
## 461    0.23446031  0.349325428 -41.14380 -111.66981  0.0470447343       RSS
## 471    0.41564553  0.244327540 -73.26850 -417.49015 -0.3045935316       RSS
## 481   -2.60728389  0.202070201 -48.46150 -153.76586 -0.0307322361       RSS
## 491    0.66137528  0.270835591 -67.70326 -328.16728 -0.2403487318       RSS
## 501   -1.36832635 -0.009825214 -38.57235 -103.40224  0.1103677584       RSS
## 511   -0.23671366  0.202756003 -50.47444 -166.32773 -0.0465628242       RSS
## 521   -1.83340065  0.011228294 -61.17136 -258.62894 -0.1340933997       RSS
## 531    0.80713853  0.588191393 -79.42871 -563.92927 -0.3420719956       RSS
## 541    0.65257395  0.303747090 -65.51476 -299.84843 -0.2232079659       RSS
## 551   -4.48567503 -0.046027591 -61.76797 -265.86019 -0.1490325631       RSS
## 561    0.74536001  0.656038888 -64.45588 -288.13895 -0.1823040303       RSS
## 571    0.46432748  0.520682868 -61.10059 -250.62587 -0.1911339391       RSS
## 581   -7.70730371 -0.228346126 -46.77770 -151.11418  0.0178744228       RSS
## 591   -0.66030018  0.196966139 -68.71283 -345.32735 -0.2334250579       RSS
## 601   -4.15954475  0.087671271 -43.15343 -131.82180  0.0224841522       RSS
## 611   -0.28484387  0.182534226 -45.39574 -138.33326  0.0346106177       RSS
## 621   -0.83648799  0.158007857 -52.99169 -183.37354 -0.0841818187       RSS
## 631   -0.26378145  0.186951828 -35.98250  -95.41722  0.0961278438       RSS
## 641   -0.10201069  0.172271631 -71.06765 -381.36405 -0.2567804993       RSS
## 651    0.19697022  0.307341918 -51.61542 -172.64847 -0.0646644373       RSS
## 661   -6.97522634 -0.136891712 -51.35734 -181.82559 -0.0416156821       RSS
## 671   -0.04520805  0.073782731 -46.36752 -141.69588  0.0227832244       RSS
## 681    0.36214534  0.192605589 -61.82496 -261.84406 -0.1466282719       RSS
## 691   -1.76639339  0.302010842 -50.88403 -167.79128 -0.0580083631       RSS
## 701   -0.18955073  0.206122840 -71.72977 -393.09719 -0.2621941307       RSS
## 711   -2.53447511  0.116370086 -36.07932  -94.62214  0.1074330105       RSS
## 721    0.58974243  0.371113473 -67.62740 -327.71184 -0.2312152809       RSS
## 731    0.28248225  0.498034414 -44.11702 -126.88473  0.0134370492       RSS
## 741  -11.88611677 -0.198596900 -47.81791 -150.06511 -0.0058823224       RSS
## 751    0.60123437  0.261359030 -56.55682 -208.53978 -0.1512969030       RSS
## 761   -2.85083558  0.168556341 -40.37318 -110.11886  0.0619979594       RSS
## 771   -8.72836257 -0.081454092 -41.04591 -116.43714  0.0654791344       RSS
## 781   -2.67499856  0.077340217 -38.72535 -104.38878  0.1051771476       RSS
## 791    0.35499020  0.181093037 -56.13546 -208.43528 -0.0956602370       RSS
## 801   -2.50313419  0.158571756 -40.51511 -109.56524  0.0649996181       RSS
## 811   -0.08649779  0.233457893 -68.63039 -344.07256 -0.2253765337       RSS
## 821    0.15943875  0.084960635 -53.64028 -189.03928 -0.0599225287       RSS
## 831   -4.78478112 -0.154577987 -49.42230 -159.08618 -0.0225576659       RSS
## 841    0.83825640  0.637836193 -67.35925 -324.02455 -0.1957598657       RSS
## 851   -4.75877420  0.078887255 -37.95164 -105.18956  0.0527428178       RSS
## 861   -1.40697154  0.308298899 -73.75379 -428.75762 -0.3053498790       RSS
## 871   -0.16692980  0.114379849 -47.02727 -146.78842  0.0120878452       RSS
## 881   -2.88049031 -0.042916181 -65.14838 -301.58719 -0.1870217470       RSS
## 891   -1.00241004  0.157466197 -37.14603  -98.83202  0.1059647852       RSS
## 901    0.20780239  0.575746361 -49.23011 -156.60388 -0.0349241535       RSS
## 911    0.48005021  0.221065956 -53.06797 -181.43850 -0.1261850472       RSS
## 921   -2.01549660  0.118699629 -56.44532 -211.12618 -0.0820353923       RSS
## 931   -3.51294708  0.400386236 -57.28988 -215.70120 -0.1316196647       RSS
## 941    0.69819878  0.348709944 -76.57096 -488.47863 -0.3393231051       RSS
## 951   -2.61018883  0.005762661 -44.76229 -131.45042  0.0058396836       RSS
## 961   -0.22881798  0.175982954 -39.70590 -110.21841  0.0808121383       RSS
## 971    0.47212867  0.182771527 -57.82052 -221.68698 -0.1259186435       RSS
## 981   -2.22890459  0.111772904 -68.57214 -343.44223 -0.2441884591       RSS
## 991   -0.45310397  0.260583300 -65.42856 -299.54004 -0.2206644081       RSS
## 1001   0.66573481  0.443302420 -72.27185 -400.91923 -0.2650354714       RSS
## 112  -11.49734779 -0.212578310 -46.60148 -143.75452  0.0266433258    Static
## 212   -1.39310422  0.008037308 -51.44563 -179.87084 -0.0473356276    Static
## 312    0.13355903  0.088495290 -67.80084 -335.77582 -0.2039135047    Static
## 412   -6.53288041 -0.090378553 -63.16047 -275.47423 -0.1751054945    Static
## 512   -0.97057387  0.171069703 -48.85349 -160.26025 -0.0004753558    Static
## 612   -1.61561435 -0.038921194 -33.60444  -88.95823  0.0510903819    Static
## 712    0.35716170  0.205089294 -67.11386 -323.89069 -0.2036168524    Static
## 812   -4.97520045  0.033801175 -45.87147 -145.73256  0.0056168640    Static
## 912   -0.45701248  0.224025693 -67.97961 -336.41266 -0.2174359803    Static
## 102   -3.61464749  0.033682704 -58.34148 -238.87377 -0.1356595652    Static
## 113   -8.62765752 -0.119870522 -30.78597  -78.73531  0.0202475794    Static
## 122   -0.62843058  0.082523212 -38.14528 -102.36205  0.1109020993    Static
## 132   -4.32043218 -0.131749631 -37.83881 -103.51024  0.0740803077    Static
## 142    0.40141277  0.340527889 -71.87338 -395.52226 -0.2712684840    Static
## 152   -2.76818078  0.198092405 -47.94040 -151.09873 -0.0095457984    Static
## 162    0.71898318  0.427177577 -77.89859 -521.48818 -0.3098514443    Static
## 172   -5.45869179 -0.084690087 -51.77755 -183.77656 -0.0532429096    Static
## 182   -1.54835359 -0.009778519 -57.28529 -227.18979 -0.0999325952    Static
## 192   -3.86804257 -0.017876859 -58.11726 -228.89014 -0.1162191872    Static
## 202   -4.99009867  0.033041139 -40.95317 -121.77727  0.0150388502    Static
## 213   -8.68200064 -0.135584379 -60.77711 -257.47822 -0.1665048976    Static
## 222    0.50904750  0.296559848 -71.76490 -396.18570 -0.2296042849    Static
## 232   -5.87989257  0.033257608 -47.32430 -154.59206 -0.0126759470    Static
## 242   -6.06658755 -0.112554492 -53.53154 -193.53896 -0.0678267021    Static
## 252   -8.90237707 -0.116263556 -41.93471 -122.64366  0.0371608108    Static
## 262    0.47817597  0.326075922 -34.68596  -84.72635  0.1287873897    Static
## 272    0.10181780  0.147756737 -57.45858 -221.90140 -0.1002361278    Static
## 282   -2.73338770  0.256598430 -56.16875 -205.25288 -0.1277845957    Static
## 292    0.50972595  0.205987538 -76.14621 -482.09423 -0.2933762392    Static
## 302   -5.16952607 -0.054139450 -48.09962 -160.57875 -0.0137087036    Static
## 313   -5.09035756 -0.049972793 -45.77066 -146.06020  0.0040406344    Static
## 322    0.28265685  0.301470143 -50.63334 -167.25083 -0.0453994400    Static
## 332  -11.32801441 -0.172706251 -48.36694 -164.93335 -0.0378533423    Static
## 342  -10.01363339 -0.206400388 -52.15109 -188.14234 -0.0595736297    Static
## 352    0.72724747  0.397750050 -72.52334 -405.12751 -0.2557619185    Static
## 362  -14.60617165 -0.237360524 -55.53324 -208.96900 -0.1076159871    Static
## 372   -0.98254034  0.072318900 -59.54843 -243.52854 -0.1273256692    Static
## 382   -7.48846929 -0.078343428 -39.60977 -110.56028  0.0715567225    Static
## 392   -2.08761592  0.190158347 -46.80813 -149.31176 -0.0051135011    Static
## 402    0.31392815  0.165318348 -51.03363 -171.53692 -0.0341548072    Static
## 413  -11.16079477 -0.159085990 -55.20358 -202.59684 -0.0904385532    Static
## 422   -0.28851595  0.300157806 -49.04842 -156.35846 -0.0234906073    Static
## 432    0.04818827  0.291623191 -59.82972 -243.11739 -0.1162990835    Static
## 442   -4.78721324 -0.061478783 -42.32887 -128.65530  0.0167007811    Static
## 452   -0.32531011  0.549964737 -47.12489 -141.97619 -0.2051625256    Static
## 462    0.11252101  0.209716992 -34.86965  -86.18038  0.1555730733    Static
## 472    0.73603477  0.350704673 -71.37532 -385.01151 -0.2524040844    Static
## 482   -3.73229280  0.127385251 -46.05292 -142.32308 -0.0077548420    Static
## 492    0.61667924  0.238198464 -66.35941 -312.22567 -0.1982824650    Static
## 502   -4.30697010 -0.179927656 -33.93889  -87.59508  0.0995989321    Static
## 513   -1.68808447  0.081757398 -47.86277 -152.85453 -0.0071651156    Static
## 522   -3.64467519 -0.078078621 -56.51729 -220.42178 -0.1088989382    Static
## 532    0.68200033  0.527847340 -78.32904 -535.72769 -0.3180600522    Static
## 542    0.59890447  0.279655679 -64.13315 -285.33268 -0.1755269650    Static
## 552   -6.03507958 -0.092335166 -54.65301 -206.65662 -0.0969969427    Static
## 562    0.24435266  0.275059469 -59.41475 -238.85598 -0.1215472860    Static
## 572   -0.21413723  0.398924175 -59.13803 -233.33918 -0.1441581109    Static
## 582  -11.11901738 -0.266209047 -39.79754 -118.09713  0.0035615006    Static
## 592   -3.32839170  0.006582237 -65.46400 -305.90051 -0.1947749451    Static
## 602   -4.37518499  0.085153688 -36.37651 -102.07447 -0.0147074011    Static
## 613   -1.16743281  0.100892017 -40.54490 -117.59736  0.0499713526    Static
## 622   -3.42447558 -0.016564241 -50.66306 -170.85463 -0.0371820689    Static
## 632   -1.04966938  0.129115344 -31.58518  -81.85565 -0.0123977868    Static
## 642   -1.22189301  0.050677875 -67.89446 -335.56934 -0.2116637366    Static
## 652   -0.74697587  0.184235095 -47.91163 -151.62980 -0.0041360004    Static
## 662   -6.98295762 -0.137079986 -43.11003 -134.85315 -0.0099556614    Static
## 672   -0.51618237  0.026009319 -42.64997 -124.80516  0.0675248867    Static
## 682   -0.05149556  0.136799860 -57.97157 -228.95644 -0.1114445520    Static
## 692   -5.50118185  0.070112814 -47.03976 -145.46653  0.0110057683    Static
## 702   -1.69562316  0.037219289 -69.36546 -356.98505 -0.2357378008    Static
## 713   -3.83930351  0.050363619 -31.20592  -79.34299  0.0206940171    Static
## 722    0.59302997  0.300534707 -64.15280 -285.95385 -0.1834290903    Static
## 732   -0.37114441  0.268938484 -39.37054 -106.37730  0.1092544702    Static
## 742  -12.79380238 -0.205425444 -44.08597 -133.35771  0.0360510167    Static
## 752    0.53673181  0.234641550 -55.08563 -198.30725 -0.0931170519    Static
## 762   -4.80417784  0.044331130 -37.54993 -100.15340  0.0912867275    Static
## 772   -8.96246780 -0.083331256 -37.01994 -102.35101  0.0544463323    Static
## 782   -7.05459521 -0.062317031 -33.33268  -85.54232  0.0988354007    Static
## 792    0.05763245  0.138837305 -53.87270 -194.05067 -0.0587893770    Static
## 802   -7.51326796 -0.102843014 -35.49394  -89.62995  0.1634202896    Static
## 813   -1.78235337  0.086774350 -64.90526 -297.57568 -0.1796641601    Static
## 822   -0.30578128  0.030715720 -48.10728 -155.67947  0.0027977924    Static
## 832   -5.21178703 -0.145442862 -43.03667 -125.02400  0.0297343576    Static
## 842    0.83708714  0.570050852 -63.64012 -278.97073 -0.1478297933    Static
## 852   -4.75489210  0.079450455 -33.01657  -87.75222 -0.0153360415    Static
## 862   -3.94239273  0.013564550 -71.51781 -387.88941 -0.3086370732    Static
## 872   -1.03422432  0.034615468 -43.67415 -132.45882  0.0364919968    Static
## 882   -7.55590461 -0.212139629 -60.80969 -259.75509 -0.1565246291    Static
## 892   -2.98809388  0.053571950 -33.19745  -87.00482  0.0436060064    Static
## 902   -0.73933805  0.293506906 -43.62857 -127.34659  0.0643952510    Static
## 913    0.41644339  0.198529480 -51.39721 -171.21991 -0.0603723816    Static
## 922   -5.90138478 -0.063486754 -50.85608 -172.02371 -0.0203989482    Static
## 932   -7.10624473 -0.005999744 -52.59810 -180.80306 -0.0626875515    Static
## 942    0.60305975  0.305089908 -75.10234 -457.72246 -0.2993072378    Static
## 952   -4.21525173 -0.106634997 -41.40188 -116.99514  0.0510399737    Static
## 962   -1.23489107  0.098958051 -35.84685  -97.41451  0.0419490539    Static
## 972    0.35846986  0.154645443 -56.16087 -210.42509 -0.0691100347    Static
## 982   -2.92989067  0.041124063 -64.66393 -296.23781 -0.1998979257    Static
## 992   -2.74623519  0.017791130 -62.65020 -268.95785 -0.1843546268    Static
## 1002   0.57681203  0.410803508 -70.87723 -379.35432 -0.2331811888    Static

plot(ssurgodist$calKGE, ssurgodist$calsmKGE, pch = 19, xlab = "Streamflow KGE", ylab = "Soil Moisture KGE")

combineddist$weightedcal<- rowMeans(combineddist[,c("calKGE","calsmKGE")],)

ordereddist <- combineddist[order(-combineddist$weightedcal),]

ordereddist[ordereddist$treatment=="Static",]

##              m          k  soil_dep        m_v        k_v       gw1       gw2
## 462  4.5675645 46.2920082 0.1985024  1.9174382  1.1956946 0.1329673 0.5257056
## 122  4.4388956 18.0799194 0.3573418  6.0410870  2.5733646 0.1354503 0.3373051
## 632  4.6038171 27.9017075 0.2948591  5.1657625 14.2584098 0.2813510 0.2924784
## 612  4.8891358 32.0090634 0.3800983  3.6240831 11.8575245 0.1094853 0.2217362
## 613  4.7037319 20.8604306 0.3544561  7.7378925  5.4111998 0.2195332 0.3728983
## 962  3.6671442 34.9177797 0.1403224  8.3589353  7.2720624 0.2991330 0.2324850
## 272  4.0889157 14.9799218 0.2558226  2.4463532 10.8041285 0.1972792 0.1739036
## 262  3.0640424 11.1522601 0.4228195  1.8303351  2.7383596 0.2850852 0.3060487
## 852  1.5600956 10.4971454 0.3067809 13.9582197 13.8962272 0.2671612 0.5123328
## 722  4.3817363 12.0559388 0.3629828  2.2430758 11.5145717 0.1115880 0.5820187
## 502  3.5589297 20.7278387 0.1706288  8.5466688  2.3576462 0.1615415 0.1148921
## 513  3.5229947  9.5197485 0.2260492 13.2187292  4.7838510 0.2170071 0.3075977
## 892  4.7515440 17.0405505 0.3755550 10.0112887  5.7827586 0.2041247 0.4988047
## 822  4.0588411 38.5109186 0.1124772  3.8984715  4.7403682 0.1814567 0.1058140
## 212  2.7841270 11.0174587 0.2046658  2.2751888 13.5264411 0.2729022 0.1265676
## 672  4.5003882 58.5358617 0.2373027 11.0516171  2.5323886 0.1129073 0.2619864
## 652  2.6138313  5.6710789 0.1625157  2.5374665  3.2755683 0.2793105 0.2388880
## 432  2.6042830 25.6173303 0.1022973  5.3535854  5.5744954 0.2864952 0.3670720
## 872  3.8669694 56.2992036 0.3694495 10.9060400  7.0874902 0.1602058 0.2921501
## 792  3.4394860 51.9380326 0.4345161 11.4457054  6.8780050 0.2241162 0.2052367
## 713  2.8195397  8.3144525 0.4533346  7.2494003  4.2948497 0.2712799 0.3725355
## 322  2.9083114 29.2524128 0.4010143  6.6747711  9.9199737 0.2109703 0.5746903
## 602  2.0647105 33.5442912 0.2121778 12.1006956 14.5250712 0.2745617 0.4809469
## 402  3.6364426 31.6573635 0.2600197  2.6805099 11.0084957 0.1774595 0.2137496
## 222  4.9261619 12.4138466 0.1870961 14.8937916  6.7234495 0.2281210 0.4314206
## 752  3.9286151 42.1595523 0.1312714  3.3855533  9.0417738 0.2204950 0.3010002
## 313  3.1086098 55.8135024 0.2009914 12.1085379  7.6517125 0.1682955 0.4513853
## 913  4.8560606 27.2435453 0.2505366  4.3553460  6.0327268 0.1504867 0.4596559
## 422  1.8733713 22.2761230 0.1592480  7.0221193  0.6303031 0.1263936 0.5634063
## 302  3.5084379 37.2564844 0.1418325 11.7098568 14.7875071 0.1424778 0.5833284
## 542  3.0544630 53.5972723 0.4735517  4.6761533  7.1462961 0.2421450 0.3155980
## 372  2.7200532 39.4585961 0.3399293  2.5766526  9.3353026 0.1538116 0.1828853
## 142  2.0876959 29.0008859 0.4996758 14.1192774  7.7939521 0.1017657 0.3769889
## 562  3.8464696 59.6445699 0.3483615  1.5541750 12.5110936 0.2596490 0.3846142
## 772  0.7348149 13.6983445 0.1682003  6.1653827 10.7362826 0.1801967 0.5547271
## 1002 2.9651592 14.6037972 0.2179415 13.6775044  3.6078740 0.2558893 0.5479919
## 642  3.4838642  7.5289162 0.4867368 12.7845386  5.3133940 0.1128379 0.1347968
## 972  3.7479864 42.7795663 0.4393579 11.6198664  5.8161344 0.2232496 0.1901390
## 182  4.4039686 35.6688902 0.2825455  8.0655506  8.4285773 0.1053138 0.3265861
## 392  3.2535450 27.1205650 0.1035054 10.9047249 10.5943904 0.2649764 0.5908382
## 942  4.1247243  5.1104851 0.3217916 14.1204003  8.4472290 0.1644749 0.2477216
## 202  3.6851585  2.1587901 0.1538373  4.4412561 12.0260061 0.2407648 0.4971138
## 442  0.8255664 16.5661307 0.3958934  3.9789159 14.4379910 0.2326326 0.2474030
## 812  2.5533839 59.0167814 0.3732907  8.7465072 11.6696957 0.2074691 0.5803632
## 952  1.6748103  2.4103391 0.4151184  5.0593706  6.1235932 0.2395761 0.1429691
## 682  3.3761700 56.9100958 0.4814648  7.3888419  7.4416669 0.2221474 0.2041596
## 842  3.9957896 18.1723835 0.3485816  0.5525294  6.9379592 0.1307964 0.3259286
## 312  3.6065669 42.4705479 0.3334829  5.7310610 12.2300965 0.1157280 0.1238175
## 712  2.3562261 33.5884820 0.3448886 10.4449966  7.8029518 0.2356164 0.1555823
## 482  1.0486766 55.0235520 0.3874442  9.1358880  8.6015159 0.2966675 0.4809453
## 382  0.5419064 40.0108597 0.4932512  4.8103868  3.9870818 0.1933368 0.4358466
## 732  1.8036078 47.4391969 0.1121936  0.7015457  6.6105202 0.1628452 0.1970549
## 912  2.2675848 30.8774567 0.1317581 14.9453536  8.9162472 0.1757196 0.4826541
## 922  2.2015578 12.1427132 0.1906229  8.9302178  1.3288947 0.1983037 0.3696163
## 992  2.0693061  6.5686796 0.2692404 12.3948232  4.5566271 0.1714512 0.1245808
## 762  1.3198374 33.1850005 0.2190696  5.5082291  5.3845395 0.2495562 0.4829507
## 802  1.7671610  6.6807029 0.2777570  5.4252153  0.6640881 0.1633284 0.3612511
## 252  0.9630431  3.1239228 0.1277909 12.9653747  9.9733858 0.1491120 0.4010802
## 113  1.0316546 22.5692447 0.4569363  2.7855577 10.0474671 0.1731798 0.4224581
## 492  2.6525687 49.0037672 0.3993358  4.0271624  6.0136199 0.2570980 0.1521520
## 152  1.5309342 28.5540809 0.1074141  6.3003799  4.7903054 0.2806598 0.5342221
## 782  2.1402238 46.8237646 0.1361347  4.4256918  2.7525795 0.1677908 0.4775527
## 132  2.4309148 16.0149320 0.3867412 13.5503146  1.4259135 0.2372927 0.1181370
## 832  0.5618903 45.0884058 0.1632765  7.9111559  1.4240165 0.2127865 0.1284917
## 622  2.4462543 26.4719965 0.4602076  7.8474555  9.9640683 0.1403120 0.3384296
## 102  4.1864205  4.6948664 0.1856927  9.7386932 13.8625461 0.2588259 0.3558502
## 192  2.7674743 15.5970858 0.3355404 12.0486264  6.4991524 0.1574695 0.3956286
## 512  2.1358696 43.4289277 0.4902216  1.1249335 12.7637128 0.1823525 0.4052060
## 702  1.9382026 31.6214702 0.2708043 12.8926551  9.5310539 0.2307229 0.1723591
## 172  2.3192522 21.4368861 0.2643571  8.5138515 11.2549928 0.2106836 0.2693899
## 232  1.4927436 55.6738010 0.3820518  8.9746545 10.1265288 0.2403728 0.5408932
## 522  2.8543015 25.7591751 0.2118643 14.4061882 10.3322498 0.2391771 0.1669920
## 292  3.5530138 41.3684524 0.3614619 12.2980076  7.9556705 0.1007283 0.4448167
## 472  3.6381659 40.2739195 0.1512981  2.0938441  6.7183253 0.1462253 0.5113616
## 572  1.4541869 36.8119819 0.3117595  6.9541057  3.5096273 0.2031437 0.5545916
## 813  2.1909778 44.4799542 0.3247861  7.1857639  4.5200916 0.1371367 0.3878561
## 882  3.7508927  8.3364048 0.1036121 14.3110174 13.1104444 0.1374484 0.2037134
## 582  2.4054220 50.3537853 0.3739636  8.3146811 10.1832744 0.1292354 0.1337266
## 162  2.4306993 51.0904426 0.4706274  2.6367178  4.1233681 0.2946266 0.3435252
## 662  1.3622024 48.4559826 0.1204063 11.4231641 13.6255453 0.1886142 0.2418891
## 332  3.1514423  3.7886167 0.1597329  9.4156025 10.9521104 0.1415019 0.4721765
## 552  2.9468827  3.4407768 0.2205239 11.8964781  7.4056357 0.2064748 0.2837541
## 982  0.6819139 36.5533887 0.4097231  2.9463656 14.3004274 0.2919805 0.2633689
## 242  2.6067708 55.3229912 0.3646402 10.1326794  3.1861256 0.1252572 0.3856326
## 692  1.2702782 20.0087998 0.2067265  4.1416842  2.0435042 0.2132318 0.5600166
## 282  0.8442982  2.9816063 0.4795979  9.5423555  0.9150671 0.2883834 0.5966064
## 412  1.1183908 57.7270214 0.2312525 13.3777251  4.3663649 0.1939364 0.3523919
## 413  0.8613169 52.7294571 0.1165093 11.1672419  7.9075566 0.1466077 0.5075503
## 213  0.8066363 28.1037209 0.1764857 10.7017135 12.3293980 0.1704291 0.3702886
## 532  1.6581783 19.4695260 0.2897544  5.8993027  7.0268625 0.2513289 0.4122089
## 902  1.6111057 49.5633522 0.1777959  0.8392787  3.7395385 0.1570988 0.5364438
## 362  0.6044611 37.9677461 0.2898525  8.2548315 14.0718140 0.1118324 0.4172469
## 342  1.1460680 23.6856348 0.4324826  8.8141474  8.4579355 0.1462275 0.2383339
## 592  1.9782809 56.7869025 0.4049545  5.2100562 11.6089032 0.1027685 0.2967178
## 352  4.7383091 17.5702356 0.4279187  1.5689171 14.9953741 0.2453617 0.1884954
## 862  1.1150823 14.9673928 0.4252092 10.6028359 11.3433685 0.2162379 0.2548420
## 742  0.5021390 11.5361314 0.1240624  4.9070551 14.6728340 0.1232969 0.4378279
## 932  0.7672482 43.7655489 0.4351246  1.2221297  4.0827214 0.1310778 0.1543108
## 112  0.8115587 12.9818436 0.1442946  1.7784187  2.5834092 0.1063849 0.3329867
## 452  0.9473852  0.6303476 0.1347969  7.6455509 13.1533804 0.2848405 0.2160309
##             pa       po   vgseng1   vgseng2   vgseng3 run rowname           NSE
## 462  0.9130622 1.437804 1.4441157 0.9663347 1.9945348  46    5054  5.310781e-01
## 122  0.5805299 1.200396 1.3169421 1.5392958 0.1081343  12    7824  3.291196e-01
## 632  0.8869237 1.015035 1.2086488 0.4180534 1.9218851  63    8024  2.914631e-01
## 612  0.9199005 1.144617 1.5290578 0.4528317 0.2886629   6    6942  2.195616e-01
## 613  0.7652695 1.275884 1.1537408 0.8412759 0.5471447  61     578  2.702531e-01
## 962  0.6962178 1.065113 1.0979954 1.4449212 1.1202716  96    8423  2.483866e-01
## 272  0.4612774 1.603952 1.4852232 0.4827150 0.6213998  27     177  3.437198e-01
## 262  0.3376457 1.004376 0.9919196 0.5236577 0.2409301  26    5508  4.903370e-01
## 852  0.7780805 1.003883 0.5585226 0.9286186 0.8398819  85      82  7.488343e-02
## 722  0.3516390 1.740166 0.2441062 1.8328146 1.3602947  72     995  5.251765e-01
## 502  0.8598068 1.194934 1.6172569 0.3054211 0.7789004  50    3669  5.674774e-02
## 513  0.3697627 1.234456 0.9216642 1.7717416 0.9491127  51    1254  2.668053e-01
## 892  0.7819786 1.053780 0.2156483 0.8375900 0.3336302  89    4103  1.765731e-01
## 822  0.7569778 1.575607 1.6372074 1.1495433 1.2199420  82     465  2.917345e-01
## 212  0.6455672 1.515586 1.1269169 1.3328733 1.9187455   2    5897  2.495748e-01
## 672  0.5978626 1.303494 1.5896562 1.8896557 1.7003846  67    2552  2.574446e-01
## 652  0.4814200 1.401737 0.7802282 1.8985827 1.5735229  65    3003  3.828544e-01
## 432  0.3553713 1.573322 1.5593718 1.1877182 1.1004340  43     893  4.382072e-01
## 872  0.4968740 1.179781 0.4033399 1.1639206 0.6033722  87    5014  2.271465e-01
## 792  0.3311302 1.323297 1.9117229 1.5302799 1.6709768  79    2200  3.450733e-01
## 713  0.9388280 1.082722 0.8931955 0.2246538 1.8759478  71    2939  1.066786e-01
## 322  0.1309341 1.049735 0.5414309 1.1421273 1.3505493  32    3214  4.872742e-01
## 602  0.9012121 1.165378 1.8071785 1.2138437 0.7606092  60    9681  7.640956e-02
## 402  0.3096066 1.267646 0.4268627 0.2730577 1.7451620  40    3356  3.770626e-01
## 222  0.2832483 1.922145 1.5145468 1.9285252 0.3872417  22     737  4.417209e-01
## 752  0.1592089 1.215439 1.9352173 0.7657488 0.5428330  75    9688  4.206748e-01
## 313  0.6169484 1.306215 1.6664309 1.9888236 0.5311252  31    6044  9.386790e-02
## 913  0.1743927 1.179771 1.0520151 1.2447777 1.7686111  91    1007  4.036972e-01
## 422  0.2832660 1.411360 1.7240456 0.1822107 0.6668929  42    8064  5.103232e-01
## 302  0.4739964 1.234347 1.4601860 1.4996198 1.0501203  30    4342  1.031283e-01
## 542  0.1658471 1.469289 1.7356937 1.0830052 0.1159426  54    7408  4.609977e-01
## 372  0.7273503 1.940187 1.3986779 0.9789022 1.6476437  37    1217  3.467254e-01
## 142  0.1226191 1.653936 1.6036616 1.9199043 1.0262472  14    1795  6.088030e-01
## 562  0.5580406 1.770683 1.1353978 0.9354532 0.7728172  56    4077  4.563686e-01
## 772  0.6491635 1.080055 1.7079750 1.3464609 1.3738110  77    6026 -1.221849e-01
## 1002 0.1625449 1.760417 1.1755989 1.1948756 0.1889951 100    9099  5.391697e-01
## 642  0.4070213 1.986351 0.7231657 1.5922106 1.8356137  64    3312  3.386783e-01
## 972  0.2442878 1.319471 0.9794036 1.7373237 1.5744225  97    4933  3.602274e-01
## 182  0.8181055 1.883137 0.7566292 0.7159607 0.1955128  18    4200  2.051046e-01
## 392  0.3803811 1.148325 0.5343755 1.9393245 0.9061472  39    3532  2.725143e-01
## 942  0.1421548 1.851646 0.5612258 0.6645525 0.7004942  94    7217  5.067082e-01
## 202  0.7865595 1.261572 0.3719612 0.2090016 0.9000129  20    2391  1.283155e-01
## 442  0.7116275 1.247410 0.6050156 0.4716875 0.8076044  44    6764 -1.047826e-02
## 812  0.4734452 1.192401 1.3449995 0.9957604 1.2516301   8    5004  1.282617e-01
## 952  0.3939743 1.103646 1.7692819 0.4378215 1.7109384  95    6123  7.780430e-02
## 682  0.5174098 1.631390 0.6274619 0.1944079 0.2168547  68    9167  3.065013e-01
## 842  0.3929147 1.873401 1.9003127 0.1380209 1.8668526  84    3931  5.519053e-01
## 312  0.3711340 1.836492 1.4726866 1.7228532 0.3591769   3    3494  3.586927e-01
## 712  0.1815132 1.571005 0.5780597 0.4618857 1.1688740   7     706  4.422807e-01
## 482  0.3253652 1.115439 1.9942304 0.5926981 0.9911967  48    8866  1.536134e-01
## 382  0.7527791 1.293470 1.3719653 1.5856779 1.4452609  38    3237 -1.113314e-01
## 732  0.5610837 1.227570 1.2984805 1.3932931 1.5558770  73    2721  4.316926e-01
## 912  0.2248604 1.663657 0.8325073 1.0204074 1.7589968   9    5934  4.548535e-01
## 922  0.8477374 1.836214 1.8768113 1.4908241 1.7728976  92    1005  4.314163e-02
## 992  0.2365460 1.585737 1.6727967 1.3640529 0.1090854  99    4523  3.489278e-01
## 762  0.4111238 1.018561 0.8485674 0.5751015 0.8690104  76     415  6.205608e-02
## 802  0.7335131 1.341886 1.0858487 0.7777550 1.1440309  80    3283  5.059832e-03
## 252  0.5352164 1.170351 1.9969507 1.3104795 1.2714553  25    3804 -8.646476e-02
## 113  0.8970961 1.033028 1.0245331 1.7907642 0.4930361  11    1752 -1.348646e-01
## 492  0.1534011 1.542591 0.9496527 0.3865867 1.2116997  49    7735  4.266182e-01
## 152  0.2529330 1.159871 1.2694891 1.2253678 0.3437766  15    1080  2.794524e-01
## 782  0.9627291 1.234905 0.8718315 0.8435343 1.5137707  78    1205  8.119246e-03
## 132  0.9854594 1.403624 1.7532142 1.0680337 1.0780295  13    9919 -2.939504e-02
## 832  0.9439019 1.620943 0.1603868 0.6870437 1.9083232  83    5676 -4.689768e-02
## 622  0.2869314 1.206628 0.6879964 1.4109034 1.5394844  62    3052  2.187595e-01
## 102  0.7963999 1.845417 0.2956789 0.5029579 1.7267453  10    4411  1.119906e-01
## 192  0.3997139 1.546172 0.7704138 0.9012038 0.5794276  19    6505  1.715143e-01
## 512  0.6470131 1.488391 1.2440302 1.2655707 1.4225798   5    7285  4.168719e-01
## 702  0.3027831 1.824512 0.9094635 0.2217183 1.2393257  70    1106  2.740500e-01
## 172  0.5544086 1.422532 1.6503057 0.5528959 1.4647654  17    2249 -1.577075e-02
## 232  0.5513105 1.289288 0.3846172 0.6237507 1.8622866  23    5580  2.299819e-05
## 522  0.5798978 1.588572 1.1998841 0.8837116 0.3068198  52    2533  2.562203e-02
## 292  0.1895593 1.980162 0.6505244 1.4181253 1.7487341  29    3038  4.243199e-01
## 472  0.2150016 1.863809 0.9337972 1.7201381 1.9653277  47    4037  4.214357e-01
## 572  0.1456512 1.353085 0.9836987 1.1054259 1.9351773  57    5176  4.778405e-01
## 813  0.5005505 1.969861 0.6132443 0.3808846 1.0982441  81     948  3.083353e-01
## 882  0.5648352 1.734536 0.9721822 0.4014307 1.6764221  88    9787 -9.875002e-02
## 582  0.9528590 1.331282 1.5669641 1.1263939 1.8224229  58    9869 -2.773163e-01
## 162  0.1100558 1.992709 0.4747644 0.2698218 1.4085338  16    6625  4.465074e-01
## 662  0.9900806 1.456124 1.1610083 0.3437685 0.7431269  66    9125 -2.116826e-01
## 332  0.9773088 1.643913 0.2242407 1.8962078 0.4193384  33    4580 -2.475643e-01
## 552  0.9360644 1.866700 1.7881573 1.8449389 0.7192573  55    5946 -8.708737e-02
## 982  0.5272683 1.892592 0.6080738 1.2911031 1.8928582  98    7250  1.173543e-01
## 242  0.8117295 1.808165 0.1035483 0.8834563 0.9352696  24    8552  6.407307e-03
## 692  0.4260243 1.373501 0.3228994 1.6444722 1.3932900  69    2594  5.516281e-02
## 282  0.5408733 1.897104 1.5652902 1.8133974 0.9669966  28    5803  2.383102e-01
## 412  0.4213273 1.805660 0.6325021 0.2313612 1.6994740   4    9053 -3.988469e-02
## 413  0.3312359 1.390909 1.3905736 0.1711928 1.7782499  41    9459 -1.926418e-01
## 213  0.6080791 1.793820 0.2648830 0.1206472 1.0768259  21    6841 -2.220856e-01
## 532  0.1079490 1.948763 0.2863847 1.4336734 0.1687229  53    7914  5.343427e-01
## 902  0.6805852 1.456320 0.4474065 1.1640756 1.5936670  90    5239  2.914256e-01
## 362  0.4893251 1.506893 0.2734149 0.5577553 1.3184099  36    4055 -3.879141e-01
## 342  0.8368970 1.689157 1.2307975 1.3148514 0.8695490  34    7224 -3.136731e-01
## 592  0.3977385 1.796677 0.1345125 0.7026631 1.3480638  59    8281  2.239012e-01
## 352  0.2496649 1.901384 0.1972994 0.9011711 0.8835245  35    8708  2.654407e-01
## 862  0.2121129 1.812964 0.1934825 1.6667820 1.1793951  86    7402  1.577526e-01
## 742  0.4595834 1.157634 1.6286380 0.3599406 0.6872486  74    9387 -4.922326e-01
## 932  0.4414554 1.525440 1.8426234 1.2018530 1.6078887  93    3105 -1.714562e-01
## 112  0.8753956 1.711704 0.1848190 0.6374017 0.6339056   1    8506 -5.881022e-01
## 452  0.6910346 1.524622 0.6190984 1.5612780 0.6456967  45    7204  2.472628e-01
##            lnNSE         KGE      smNSE    smlnNSE      smKGE     calNSE
## 462   0.45233378  0.65634844 -12.003560  -22.86499 -0.1448195 -0.6772229
## 122   0.34942192  0.37140348 -13.092097  -26.97224 -0.2117620 -0.2777412
## 632   0.31231922  0.37033849  -9.689303  -18.85864 -0.2039978 -0.3471815
## 612   0.21861967  0.29205870 -10.693841  -21.46518 -0.1820104 -0.3028278
## 613   0.27565601  0.34843012 -13.614491  -29.98586 -0.2492552 -0.3384120
## 962   0.26871494  0.34554972 -11.511031  -23.52508 -0.2269784 -0.4061584
## 272   0.29989552  0.38102532 -21.217222  -63.61700 -0.3591755 -0.1606872
## 262   0.40797705  0.56379021 -11.924790  -22.39539 -0.1550846 -1.3776151
## 852  -1.16794360  0.17435514 -10.040807  -19.64241 -0.2450170 -0.6693788
## 722   0.32754651  0.56300797 -24.262419  -85.45077 -0.3767343 -0.2920248
## 502  -0.19728929  0.25842189 -11.059517  -21.73691 -0.2097765 -0.7712001
## 513   0.18468238  0.37714403 -16.997942  -41.56473 -0.3305198 -0.4074540
## 892  -0.05429329  0.34625228 -10.483228  -20.69962 -0.2098562 -0.8287930
## 822   0.34182990  0.31722843 -17.106082  -42.60568 -0.2982654 -0.4236425
## 212   0.27624185  0.36387506 -18.207669  -48.32581 -0.3620707 -0.4086108
## 672   0.29467808  0.28620942 -14.876055  -33.48406 -0.2401353 -0.5198755
## 652   0.30044722  0.51394547 -17.200150  -41.90783 -0.3194086 -0.5826113
## 432   0.41563129  0.50474759 -22.239189  -70.33287 -0.3680812 -0.5867642
## 872   0.21501917  0.33115901 -15.045127  -34.76805 -0.2825780 -0.7578064
## 792   0.39045700  0.35970176 -19.579991  -54.43256 -0.3358268 -0.4340325
## 713  -0.45954905  0.29917428  -9.561688  -18.10203 -0.2170407 -0.7854503
## 322   0.32736164  0.55186746 -18.396645  -47.09270 -0.2907656 -1.0879949
## 602  -1.06393883  0.17406669 -11.336182  -23.40694 -0.2685475 -0.6999926
## 402   0.25400204  0.41313298 -18.529348  -48.13262 -0.3165299 -0.9105144
## 222   0.31019478  0.39640358 -27.389536 -119.90514 -0.3761020 -0.4792881
## 752   0.23057761  0.40013526 -20.422314  -57.72357 -0.2513308 -0.9081033
## 313  -0.38240969  0.28332140 -15.708560  -37.78710 -0.3137531 -0.6481002
## 913   0.19164427  0.38428723 -18.870097  -49.18461 -0.2370240 -0.8467022
## 422   0.36943166  0.74263174 -17.817763  -44.12634 -0.2516114 -0.8855214
## 302  -0.36025611  0.28730110 -16.682750  -41.97039 -0.3256258 -0.6772026
## 542   0.27689084  0.45067506 -24.182188  -84.90091 -0.3186203 -1.0184669
## 372   0.32124084  0.45508451 -21.959599  -69.41232 -0.4043561 -0.5614525
## 142   0.45272112  0.69256313 -27.422275 -119.48776 -0.4094241 -0.7515041
## 562   0.24277933  0.57175129 -22.101622  -69.36995 -0.3661693 -1.1577535
## 772  -2.01671727  0.27692977 -12.344751  -25.62615 -0.2030800 -1.5693029
## 1002  0.34958057  0.55383100 -27.018926 -114.54346 -0.3911739 -1.0482805
## 642   0.26992605  0.42490499 -25.650225  -99.18327 -0.4364382 -0.4735887
## 972   0.29326504  0.35035925 -20.655508  -60.09297 -0.3058286 -0.6443671
## 182   0.18196992  0.29689041 -20.721960  -62.52032 -0.3947328 -0.5587804
## 392   0.07137832  0.43424527 -16.311063  -39.49813 -0.3344906 -0.8048194
## 942   0.29331845  0.48837545 -28.776547 -139.01287 -0.4586499 -0.8027471
## 202  -0.58881583  0.33215375 -13.393710  -29.40074 -0.2948821 -0.9112010
## 442  -0.67979256  0.27610946 -14.271083  -32.21339 -0.2698380 -1.0124039
## 812  -0.48334227  0.35991612 -15.801818  -37.92003 -0.3235289 -0.8335987
## 952  -0.25720115  0.35194085 -14.493953  -31.23522 -0.2820162 -0.9997873
## 682   0.31397970  0.36249348 -21.232733  -64.66066 -0.4062052 -0.7701846
## 842   0.25701190  0.58939308 -24.249402  -84.95147 -0.2618879 -1.9046311
## 312   0.30763115  0.37011583 -25.672252  -99.98662 -0.4042928 -0.6711291
## 712   0.32408892  0.49304073 -25.337481  -95.90631 -0.4070795 -1.0618433
## 482  -0.71143753  0.36813182 -15.988897  -37.21079 -0.3667637 -0.6981662
## 382  -1.52942108  0.34418371 -14.108444  -30.62878 -0.1866111 -1.6301888
## 732   0.32533445  0.70852437 -13.765525  -28.65153 -0.2117632 -1.1805400
## 912   0.34346936  0.57631879 -25.690692  -99.56660 -0.4280537 -0.7764530
## 922  -0.88568521  0.28246722 -18.200677  -46.87457 -0.3749478 -0.8017344
## 992   0.07473225  0.54308819 -23.443324  -78.51126 -0.4126050 -0.6007859
## 762  -0.91353091  0.41737373 -12.580750  -25.27317 -0.2759502 -1.1604742
## 802  -1.19253334  0.43793401 -12.151756  -23.36445 -0.2111617 -1.2449809
## 252  -1.94821161  0.22369559 -14.495814  -32.28099 -0.2874854 -1.8557729
## 113  -1.66875367  0.37015716  -9.573880  -18.08130 -0.1847009 -1.5659055
## 492   0.20000988  0.43809476 -25.116739  -93.31110 -0.3534536 -1.5075931
## 152  -0.22471849  0.56573187 -17.166265  -41.49364 -0.3234870 -0.9375439
## 782  -1.10363332  0.38996744 -10.755721  -20.93253 -0.2219602 -1.2849048
## 132  -0.33672300  0.15073997 -12.462791  -25.63415 -0.2787127 -0.7351763
## 832  -0.51418074  0.30172009 -15.423726  -34.75744 -0.2792071 -1.3407805
## 622  -0.15698963  0.45181269 -18.198284  -46.98314 -0.3576076 -0.9516815
## 102  -0.31117903  0.22965796 -20.788680  -63.33448 -0.4604258 -0.4790396
## 192  -0.24412762  0.37497312 -21.299292  -64.33910 -0.4214847 -0.8191381
## 512   0.31749532  0.62832497 -17.429374  -43.99103 -0.3072009 -1.1508796
## 702   0.15685923  0.44059701 -26.207971 -105.03249 -0.4819632 -0.7770484
## 172  -0.76666847  0.20096199 -18.151452  -48.26024 -0.3923167 -0.8443539
## 232  -1.25663698  0.25019819 -16.195759  -39.45972 -0.3562979 -1.0991403
## 522  -0.18819269  0.17315856 -20.207238  -59.24772 -0.4368929 -0.5405411
## 292   0.16075161  0.41817787 -29.246468 -147.37284 -0.4262106 -1.2584920
## 472   0.16902899  0.45150703 -27.309951 -117.53058 -0.3364151 -2.9544727
## 572   0.33930121  0.72282572 -22.013326  -67.88068 -0.3497469 -1.2292245
## 813   0.11288517  0.50063258 -24.352720  -86.92165 -0.4356367 -1.0311119
## 882  -0.92662740  0.12151478 -22.099410  -71.18574 -0.4763298 -0.9291376
## 582  -2.04464149  0.05534765 -12.851841  -28.16070 -0.2754459 -1.6494052
## 162   0.09106397  0.45834403 -30.057705 -161.17831 -0.4178443 -2.6339603
## 662  -1.61983441 -0.03208931 -14.095474  -32.29857 -0.3124855 -1.3058802
## 332  -2.44459842  0.01076585 -16.339222  -40.82575 -0.3641931 -1.5779218
## 552  -1.10853650  0.04460757 -19.173510  -53.67292 -0.4331683 -0.9080772
## 982  -0.34748651  0.33931851 -24.035109  -84.54316 -0.5302857 -0.6770660
## 242  -0.69346589  0.30411585 -19.222531  -52.93676 -0.3987948 -1.3470776
## 692  -1.03362209  0.51065810 -16.877611  -40.09161 -0.3100713 -1.5069537
## 282  -0.18005677  0.62479117 -21.659119  -65.57474 -0.2010179 -1.9762568
## 412  -1.23462445  0.32249466 -23.439548  -78.57076 -0.4782917 -1.2802937
## 413  -2.67142700  0.25354317 -20.024701  -55.97754 -0.4252638 -1.7269249
## 213  -2.11747863  0.04775686 -22.068308  -70.36578 -0.4984340 -1.3983157
## 532   0.33079704  0.64656795 -30.160641 -164.01358 -0.4830735 -2.0326329
## 902   0.16010896  0.65540212 -15.497199  -34.85039 -0.2605471 -1.9092560
## 362  -3.73564305  0.13016351 -20.217851  -58.25298 -0.4085683 -2.2581811
## 342  -2.34196236 -0.02319902 -18.145053  -48.47924 -0.3941635 -1.6315237
## 592  -0.20601390  0.50543226 -24.537254  -88.85634 -0.4735480 -1.4406907
## 352   0.12994472  0.45109755 -27.803989 -123.87923 -0.3730812 -3.6773379
## 862  -0.48871080  0.53489593 -27.107392 -114.66587 -0.5624238 -1.3012617
## 742  -2.68914695  0.26893393 -16.473311  -40.22567 -0.1464384 -3.5608018
## 932  -1.21264708  0.47253276 -19.539011  -52.64122 -0.3450851 -1.5957849
## 112  -1.95787363  0.33111245 -17.676315  -43.82513 -0.2260402 -3.2032803
## 452   0.43228770  0.64340337 -16.778505  -39.04070 -0.4458372 -2.3348486
##         callnNSE      calKGE   calsmNSE calsmlnNSE   calsmKGE      valNSE
## 462   -0.3617371  0.40222294 -12.003560  -22.86499 -0.1448195  0.03107430
## 122   -0.2711853  0.45406007 -13.092097  -26.97224 -0.2117620 -0.25548232
## 632   -0.3153992  0.44013041  -9.689303  -18.85864 -0.2039978 -0.25771402
## 612   -0.5107929  0.38499939 -10.693841  -21.46518 -0.1820104 -0.56469712
## 613   -0.3752745  0.44141523 -13.614491  -29.98586 -0.2492552 -0.31466965
## 962   -0.3845832  0.41611131 -11.511031  -23.52508 -0.2269784 -0.32710073
## 272   -0.2061329  0.49528175 -21.217222  -63.61700 -0.3591755 -0.02623851
## 262   -0.9351213  0.26937001 -11.924790  -22.39539 -0.1550846  0.25801181
## 852   -3.3690167  0.35429018 -10.040807  -19.64241 -0.2450170 -0.64139005
## 722   -0.3032212  0.47187998 -24.262419  -85.45077 -0.3767343  0.27053027
## 502   -1.5138486  0.30028640 -11.059517  -21.73691 -0.2097765 -1.00638409
## 513   -0.6692758  0.41837464 -16.997942  -41.56473 -0.3305198 -0.40923602
## 892   -1.1334640  0.29331289 -10.483228  -20.69962 -0.2098562 -0.56964270
## 822   -0.4104818  0.37923967 -17.106082  -42.60568 -0.2982654 -0.23734844
## 212   -0.3875180  0.43708778 -18.207669  -48.32581 -0.3620707 -0.47099944
## 672   -0.5116480  0.31433775 -14.876055  -33.48406 -0.2401353 -0.29241634
## 652   -0.5273228  0.38953123 -17.200150  -41.90783 -0.3194086 -0.15032434
## 432   -0.3821877  0.42808294 -22.239189  -70.33287 -0.3680812  0.12214144
## 872   -0.7202227  0.33330008 -15.045127  -34.76805 -0.2825780 -0.38189490
## 792   -0.3910060  0.38472204 -19.579991  -54.43256 -0.3358268 -0.04498827
## 713   -1.6426379  0.26213576  -9.561688  -18.10203 -0.2170407 -0.64304313
## 322   -0.7284563  0.33514099 -18.396645  -47.09270 -0.2907656  0.20631981
## 602   -3.2793218  0.30937510 -11.336182  -23.40694 -0.2685475 -0.61015394
## 402   -0.7813240  0.34574664 -18.529348  -48.13262 -0.3165299  0.06815644
## 222   -0.5307050  0.40495734 -27.389536 -119.90514 -0.3761020  0.28951495
## 752   -0.9496150  0.27370880 -20.422314  -57.72357 -0.2513308  0.26334717
## 313   -1.8387358  0.33444137 -15.708560  -37.78710 -0.3137531 -0.88453525
## 913   -0.8910200  0.25575090 -18.870097  -49.18461 -0.2370240  0.20362950
## 422   -0.6564732  0.25659462 -17.817763  -44.12634 -0.2516114  0.06594837
## 302   -1.9388088  0.32754743 -16.682750  -41.97039 -0.3256258 -0.89871063
## 542   -0.9661714  0.31600703 -24.182188  -84.90091 -0.3186203  0.30875250
## 372   -0.5481057  0.39974000 -21.959599  -69.41232 -0.4043561 -0.33218753
## 142   -0.5258880  0.39566225 -27.422275 -119.48776 -0.4094241  0.24653868
## 562   -0.7518193  0.34967737 -22.101622  -69.36995 -0.3661693  0.16142477
## 772   -5.7345186  0.18583892 -12.344751  -25.62615 -0.2030800 -1.14605447
## 1002  -0.7428769  0.37177386 -27.018926 -114.54346 -0.3911739  0.39930882
## 642   -0.5886921  0.41302738 -25.650225  -99.18327 -0.4364382 -0.39348364
## 972   -0.6863081  0.28095152 -20.655508  -60.09297 -0.3058286  0.09241038
## 182   -0.7261953  0.36705217 -20.721960  -62.52032 -0.3947328 -0.51313746
## 392   -0.9043116  0.30307904 -16.311063  -39.49813 -0.3344906 -0.28089053
## 942   -0.7385309  0.42596667 -28.776547 -139.01287 -0.4586499  0.31148138
## 202   -2.0866976  0.25964901 -13.393710  -29.40074 -0.2948821 -0.74347555
## 442   -2.1202536  0.23443207 -14.271083  -32.21339 -0.2698380 -0.92588448
## 812   -1.9857058  0.27946644 -15.801818  -37.92003 -0.3235289 -0.72407197
## 952   -1.3363270  0.23668100 -14.493953  -31.23522 -0.2820162 -0.97976800
## 682   -0.6011494  0.36085233 -21.232733  -64.66066 -0.4062052 -0.07641188
## 842   -1.1803160  0.20846762 -24.249402  -84.95147 -0.2618879  0.52883621
## 312   -0.6337134  0.34462246 -25.672252  -99.98662 -0.4042928 -0.05604936
## 712   -0.8493662  0.34642873 -25.337481  -95.90631 -0.4070795  0.10427853
## 482   -2.0102225  0.29659112 -15.988897  -37.21079 -0.3667637 -0.49799349
## 382   -4.0524791  0.11576920 -14.108444  -30.62878 -0.1866111 -1.08506539
## 732   -0.7031495  0.13522314 -13.765525  -28.65153 -0.2117632 -0.08175966
## 912   -0.6113011  0.35123259 -25.690692  -99.56660 -0.4280537 -0.04843787
## 922   -2.5061054  0.28914945 -18.200677  -46.87457 -0.3749478 -0.96568047
## 992   -1.2557517  0.32610671 -23.443324  -78.51126 -0.4126050 -0.61259117
## 762   -2.5154336  0.18830125 -12.580750  -25.27317 -0.2759502 -0.70278714
## 802   -3.5974886  0.12104142 -12.151756  -23.36445 -0.2111617 -1.09407985
## 252   -6.5754920  0.19433310 -14.495814  -32.28099 -0.2874854 -1.24398540
## 113   -4.1450199  0.08950174  -9.573880  -18.08130 -0.1847009 -1.22085306
## 492   -1.3686216  0.25782280 -25.116739  -93.31110 -0.3534536  0.26931610
## 152   -1.5124483  0.21978953 -17.166265  -41.49364 -0.3234870 -0.31861519
## 782   -3.3158784  0.11128590 -10.755721  -20.93253 -0.2219602 -0.98962392
## 132   -1.3315742  0.16782840 -12.462791  -25.63415 -0.2787127 -1.02903862
## 832   -2.2161340  0.15495660 -15.423726  -34.75744 -0.2792071 -1.13045479
## 622   -1.9537497  0.23021630 -18.198284  -46.98314 -0.3576076 -0.71438944
## 102   -1.2148800  0.33213861 -20.788680  -63.33448 -0.4604258 -0.65974390
## 192   -1.9469838  0.28254428 -21.299292  -64.33910 -0.4214847 -0.75078081
## 512   -0.6280494  0.15577899 -17.429374  -43.99103 -0.3072009 -0.23178007
## 702   -0.8818922  0.32094140 -26.207971 -105.03249 -0.4819632 -0.46694235
## 172   -2.1756663  0.22987785 -18.151452  -48.26024 -0.3923167 -1.00780601
## 232   -3.4773648  0.19170409 -16.195759  -39.45972 -0.3562979 -0.78365664
## 522   -0.9772622  0.27162472 -20.207238  -59.24772 -0.4368929 -0.86838831
## 292   -1.1760721  0.25952561 -29.246468 -147.37284 -0.4262106  0.22769153
## 472   -2.2279008  0.14981065 -27.309951 -117.53058 -0.3364151  0.39963852
## 572   -0.7805887  0.14893311 -22.013326  -67.88068 -0.3497469  0.18847926
## 813   -1.2779303  0.23459625 -24.352720  -86.92165 -0.4356367 -0.40945306
## 882   -2.9170780  0.24298822 -22.099410  -71.18574 -0.4763298 -1.31764557
## 582   -5.4496065  0.03970329 -12.851841  -28.16070 -0.2754459 -1.64923103
## 162   -1.9881045  0.17479143 -30.057705 -161.17831 -0.4178443  0.49578167
## 662   -4.4812401  0.05481321 -14.095474  -32.29857 -0.3124855 -1.20145195
## 332   -6.8658429  0.10481318 -16.339222  -40.82575 -0.3641931 -1.42502533
## 552   -3.1549420  0.16876637 -19.173510  -53.67292 -0.4331683 -1.05718471
## 982   -1.1619495  0.26381217 -24.035109  -84.54316 -0.5302857 -0.59742848
## 242   -3.0013963  0.12958925 -19.222531  -52.93676 -0.3987948 -1.03305633
## 692   -3.1516391  0.01456837 -16.877611  -40.09161 -0.3100713 -0.68913682
## 282   -1.6700620 -0.10315769 -21.659119  -65.57474 -0.2010179 -0.19773862
## 412   -3.2895165  0.15865408 -23.439548  -78.57076 -0.4782917 -1.05877426
## 413   -6.7398586  0.08738796 -20.024701  -55.97754 -0.4252638 -1.38630959
## 213   -5.9313402  0.15964583 -22.068308  -70.36578 -0.4984340 -1.26049652
## 532   -1.1386520  0.13242061 -30.160641 -164.01358 -0.4830735  0.48076243
## 902   -1.1733532 -0.09945491 -15.497199  -34.85039 -0.2605471 -0.10102380
## 362  -10.2702288  0.04318746 -20.217851  -58.25298 -0.4085683 -1.66534899
## 342   -6.3514893  0.02820540 -18.145053  -48.47924 -0.3941635 -1.47909388
## 592   -2.3815732  0.07813517 -24.537254  -88.85634 -0.4735480 -0.66243347
## 352   -2.2901579 -0.05387632 -27.803989 -123.87923 -0.3730812  0.48910143
## 862   -2.1090686  0.12871101 -27.107392 -114.66587 -0.5624238 -0.71649235
## 742   -7.5982921 -0.34743946 -16.473311  -40.22567 -0.1464384 -1.55039564
## 932   -3.6838517 -0.19763898 -19.539011  -52.64122 -0.3450851 -1.02999973
## 112   -6.3002826 -0.46562420 -17.676315  -43.82513 -0.2260402 -1.45057846
## 452    0.1165955 -0.33605348 -16.778505  -39.04070 -0.4458372  0.07729125
##          vallnNSE       valKGE  valsmNSE valsmlnNSE      valsmKGE treatment
## 462    0.11252101  0.209716992 -34.86965  -86.18038  0.1555730733    Static
## 122   -0.62843058  0.082523212 -38.14528 -102.36205  0.1109020993    Static
## 632   -1.04966938  0.129115344 -31.58518  -81.85565 -0.0123977868    Static
## 612   -1.61561435 -0.038921194 -33.60444  -88.95823  0.0510903819    Static
## 613   -1.16743281  0.100892017 -40.54490 -117.59736  0.0499713526    Static
## 962   -1.23489107  0.098958051 -35.84685  -97.41451  0.0419490539    Static
## 272    0.10181780  0.147756737 -57.45858 -221.90140 -0.1002361278    Static
## 262    0.47817597  0.326075922 -34.68596  -84.72635  0.1287873897    Static
## 852   -4.75489210  0.079450455 -33.01657  -87.75222 -0.0153360415    Static
## 722    0.59302997  0.300534707 -64.15280 -285.95385 -0.1834290903    Static
## 502   -4.30697010 -0.179927656 -33.93889  -87.59508  0.0995989321    Static
## 513   -1.68808447  0.081757398 -47.86277 -152.85453 -0.0071651156    Static
## 892   -2.98809388  0.053571950 -33.19745  -87.00482  0.0436060064    Static
## 822   -0.30578128  0.030715720 -48.10728 -155.67947  0.0027977924    Static
## 212   -1.39310422  0.008037308 -51.44563 -179.87084 -0.0473356276    Static
## 672   -0.51618237  0.026009319 -42.64997 -124.80516  0.0675248867    Static
## 652   -0.74697587  0.184235095 -47.91163 -151.62980 -0.0041360004    Static
## 432    0.04818827  0.291623191 -59.82972 -243.11739 -0.1162990835    Static
## 872   -1.03422432  0.034615468 -43.67415 -132.45882  0.0364919968    Static
## 792    0.05763245  0.138837305 -53.87270 -194.05067 -0.0587893770    Static
## 713   -3.83930351  0.050363619 -31.20592  -79.34299  0.0206940171    Static
## 322    0.28265685  0.301470143 -50.63334 -167.25083 -0.0453994400    Static
## 602   -4.37518499  0.085153688 -36.37651 -102.07447 -0.0147074011    Static
## 402    0.31392815  0.165318348 -51.03363 -171.53692 -0.0341548072    Static
## 222    0.50904750  0.296559848 -71.76490 -396.18570 -0.2296042849    Static
## 752    0.53673181  0.234641550 -55.08563 -198.30725 -0.0931170519    Static
## 313   -5.09035756 -0.049972793 -45.77066 -146.06020  0.0040406344    Static
## 913    0.41644339  0.198529480 -51.39721 -171.21991 -0.0603723816    Static
## 422   -0.28851595  0.300157806 -49.04842 -156.35846 -0.0234906073    Static
## 302   -5.16952607 -0.054139450 -48.09962 -160.57875 -0.0137087036    Static
## 542    0.59890447  0.279655679 -64.13315 -285.33268 -0.1755269650    Static
## 372   -0.98254034  0.072318900 -59.54843 -243.52854 -0.1273256692    Static
## 142    0.40141277  0.340527889 -71.87338 -395.52226 -0.2712684840    Static
## 562    0.24435266  0.275059469 -59.41475 -238.85598 -0.1215472860    Static
## 772   -8.96246780 -0.083331256 -37.01994 -102.35101  0.0544463323    Static
## 1002   0.57681203  0.410803508 -70.87723 -379.35432 -0.2331811888    Static
## 642   -1.22189301  0.050677875 -67.89446 -335.56934 -0.2116637366    Static
## 972    0.35846986  0.154645443 -56.16087 -210.42509 -0.0691100347    Static
## 182   -1.54835359 -0.009778519 -57.28529 -227.18979 -0.0999325952    Static
## 392   -2.08761592  0.190158347 -46.80813 -149.31176 -0.0051135011    Static
## 942    0.60305975  0.305089908 -75.10234 -457.72246 -0.2993072378    Static
## 202   -4.99009867  0.033041139 -40.95317 -121.77727  0.0150388502    Static
## 442   -4.78721324 -0.061478783 -42.32887 -128.65530  0.0167007811    Static
## 812   -4.97520045  0.033801175 -45.87147 -145.73256  0.0056168640    Static
## 952   -4.21525173 -0.106634997 -41.40188 -116.99514  0.0510399737    Static
## 682   -0.05149556  0.136799860 -57.97157 -228.95644 -0.1114445520    Static
## 842    0.83708714  0.570050852 -63.64012 -278.97073 -0.1478297933    Static
## 312    0.13355903  0.088495290 -67.80084 -335.77582 -0.2039135047    Static
## 712    0.35716170  0.205089294 -67.11386 -323.89069 -0.2036168524    Static
## 482   -3.73229280  0.127385251 -46.05292 -142.32308 -0.0077548420    Static
## 382   -7.48846929 -0.078343428 -39.60977 -110.56028  0.0715567225    Static
## 732   -0.37114441  0.268938484 -39.37054 -106.37730  0.1092544702    Static
## 912   -0.45701248  0.224025693 -67.97961 -336.41266 -0.2174359803    Static
## 922   -5.90138478 -0.063486754 -50.85608 -172.02371 -0.0203989482    Static
## 992   -2.74623519  0.017791130 -62.65020 -268.95785 -0.1843546268    Static
## 762   -4.80417784  0.044331130 -37.54993 -100.15340  0.0912867275    Static
## 802   -7.51326796 -0.102843014 -35.49394  -89.62995  0.1634202896    Static
## 252   -8.90237707 -0.116263556 -41.93471 -122.64366  0.0371608108    Static
## 113   -8.62765752 -0.119870522 -30.78597  -78.73531  0.0202475794    Static
## 492    0.61667924  0.238198464 -66.35941 -312.22567 -0.1982824650    Static
## 152   -2.76818078  0.198092405 -47.94040 -151.09873 -0.0095457984    Static
## 782   -7.05459521 -0.062317031 -33.33268  -85.54232  0.0988354007    Static
## 132   -4.32043218 -0.131749631 -37.83881 -103.51024  0.0740803077    Static
## 832   -5.21178703 -0.145442862 -43.03667 -125.02400  0.0297343576    Static
## 622   -3.42447558 -0.016564241 -50.66306 -170.85463 -0.0371820689    Static
## 102   -3.61464749  0.033682704 -58.34148 -238.87377 -0.1356595652    Static
## 192   -3.86804257 -0.017876859 -58.11726 -228.89014 -0.1162191872    Static
## 512   -0.97057387  0.171069703 -48.85349 -160.26025 -0.0004753558    Static
## 702   -1.69562316  0.037219289 -69.36546 -356.98505 -0.2357378008    Static
## 172   -5.45869179 -0.084690087 -51.77755 -183.77656 -0.0532429096    Static
## 232   -5.87989257  0.033257608 -47.32430 -154.59206 -0.0126759470    Static
## 522   -3.64467519 -0.078078621 -56.51729 -220.42178 -0.1088989382    Static
## 292    0.50972595  0.205987538 -76.14621 -482.09423 -0.2933762392    Static
## 472    0.73603477  0.350704673 -71.37532 -385.01151 -0.2524040844    Static
## 572   -0.21413723  0.398924175 -59.13803 -233.33918 -0.1441581109    Static
## 813   -1.78235337  0.086774350 -64.90526 -297.57568 -0.1796641601    Static
## 882   -7.55590461 -0.212139629 -60.80969 -259.75509 -0.1565246291    Static
## 582  -11.11901738 -0.266209047 -39.79754 -118.09713  0.0035615006    Static
## 162    0.71898318  0.427177577 -77.89859 -521.48818 -0.3098514443    Static
## 662   -6.98295762 -0.137079986 -43.11003 -134.85315 -0.0099556614    Static
## 332  -11.32801441 -0.172706251 -48.36694 -164.93335 -0.0378533423    Static
## 552   -6.03507958 -0.092335166 -54.65301 -206.65662 -0.0969969427    Static
## 982   -2.92989067  0.041124063 -64.66393 -296.23781 -0.1998979257    Static
## 242   -6.06658755 -0.112554492 -53.53154 -193.53896 -0.0678267021    Static
## 692   -5.50118185  0.070112814 -47.03976 -145.46653  0.0110057683    Static
## 282   -2.73338770  0.256598430 -56.16875 -205.25288 -0.1277845957    Static
## 412   -6.53288041 -0.090378553 -63.16047 -275.47423 -0.1751054945    Static
## 413  -11.16079477 -0.159085990 -55.20358 -202.59684 -0.0904385532    Static
## 213   -8.68200064 -0.135584379 -60.77711 -257.47822 -0.1665048976    Static
## 532    0.68200033  0.527847340 -78.32904 -535.72769 -0.3180600522    Static
## 902   -0.73933805  0.293506906 -43.62857 -127.34659  0.0643952510    Static
## 362  -14.60617165 -0.237360524 -55.53324 -208.96900 -0.1076159871    Static
## 342  -10.01363339 -0.206400388 -52.15109 -188.14234 -0.0595736297    Static
## 592   -3.32839170  0.006582237 -65.46400 -305.90051 -0.1947749451    Static
## 352    0.72724747  0.397750050 -72.52334 -405.12751 -0.2557619185    Static
## 862   -3.94239273  0.013564550 -71.51781 -387.88941 -0.3086370732    Static
## 742  -12.79380238 -0.205425444 -44.08597 -133.35771  0.0360510167    Static
## 932   -7.10624473 -0.005999744 -52.59810 -180.80306 -0.0626875515    Static
## 112  -11.49734779 -0.212578310 -46.60148 -143.75452  0.0266433258    Static
## 452   -0.32531011  0.549964737 -47.12489 -141.97619 -0.2051625256    Static
##        weightedcal
## 462   0.1287017323
## 122   0.1211490501
## 632   0.1180663241
## 612   0.1014944842
## 613   0.0960799998
## 962   0.0945664515
## 272   0.0680531479
## 262   0.0571427151
## 852   0.0546366017
## 722   0.0475728563
## 502   0.0452549466
## 513   0.0439274359
## 892   0.0417283470
## 822   0.0404871467
## 212   0.0375085537
## 672   0.0371012385
## 652   0.0350613135
## 432   0.0300008859
## 872   0.0253610647
## 792   0.0244476185
## 713   0.0225475159
## 322   0.0221876743
## 602   0.0204137782
## 402   0.0146083895
## 222   0.0144276763
## 752   0.0111890198
## 313   0.0103441160
## 913   0.0093634307
## 422   0.0024916201
## 302   0.0009608015
## 542  -0.0013066158
## 372  -0.0023080771
## 142  -0.0068809116
## 562  -0.0082459733
## 772  -0.0086205591
## 1002 -0.0097000380
## 642  -0.0117053892
## 972  -0.0124385559
## 182  -0.0138403247
## 392  -0.0157057624
## 942  -0.0163415915
## 202  -0.0176165282
## 442  -0.0177029637
## 812  -0.0220312368
## 952  -0.0226675906
## 682  -0.0226764339
## 842  -0.0267101641
## 312  -0.0298351877
## 712  -0.0303253738
## 482  -0.0350862734
## 382  -0.0354209495
## 732  -0.0382700334
## 912  -0.0384105548
## 922  -0.0428991582
## 992  -0.0432491238
## 762  -0.0438244670
## 802  -0.0450601551
## 252  -0.0465761317
## 113  -0.0475995675
## 492  -0.0478154130
## 152  -0.0518487165
## 782  -0.0553371733
## 132  -0.0554421376
## 832  -0.0621252397
## 622  -0.0636956649
## 102  -0.0641435699
## 192  -0.0694702324
## 512  -0.0757109646
## 702  -0.0805109062
## 172  -0.0812194418
## 232  -0.0822968906
## 522  -0.0826340831
## 292  -0.0833424933
## 472  -0.0933022351
## 572  -0.1004068792
## 813  -0.1005202183
## 882  -0.1166707873
## 582  -0.1178712958
## 162  -0.1215264383
## 662  -0.1288361444
## 332  -0.1296899359
## 552  -0.1322009673
## 982  -0.1332367529
## 242  -0.1346027990
## 692  -0.1477514874
## 282  -0.1520877991
## 412  -0.1598188149
## 413  -0.1689379225
## 213  -0.1693940662
## 532  -0.1753264503
## 902  -0.1800010188
## 362  -0.1826904317
## 342  -0.1829790634
## 592  -0.1977064255
## 352  -0.2134787340
## 862  -0.2168564035
## 742  -0.2469389490
## 932  -0.2713620342
## 112  -0.3458321842
## 452  -0.3909453594

topstatic<- ordereddist[ordereddist$treatment=="Static",]
topssurgo<- ordereddist[ordereddist$treatment=="SSURGO",]
toprss<- ordereddist[ordereddist$treatment=="RSS",]

toprss

##              m          k  soil_dep        m_v        k_v       gw1       gw2
## 121  4.4388956 18.0799194 0.3573418  6.0410870  2.5733646 0.1354503 0.3373051
## 610  4.8891358 32.0090634 0.3800983  3.6240831 11.8575245 0.1094853 0.2217362
## 511  3.5229947  9.5197485 0.2260492 13.2187292  4.7838510 0.2170071 0.3075977
## 961  3.6671442 34.9177797 0.1403224  8.3589353  7.2720624 0.2991330 0.2324850
## 631  4.6038171 27.9017075 0.2948591  5.1657625 14.2584098 0.2813510 0.2924784
## 501  3.5589297 20.7278387 0.1706288  8.5466688  2.3576462 0.1615415 0.1148921
## 611  4.7037319 20.8604306 0.3544561  7.7378925  5.4111998 0.2195332 0.3728983
## 651  2.6138313  5.6710789 0.1625157  2.5374665  3.2755683 0.2793105 0.2388880
## 131  2.4309148 16.0149320 0.3867412 13.5503146  1.4259135 0.2372927 0.1181370
## 791  3.4394860 51.9380326 0.4345161 11.4457054  6.8780050 0.2241162 0.2052367
## 311  3.1086098 55.8135024 0.2009914 12.1085379  7.6517125 0.1682955 0.4513853
## 891  4.7515440 17.0405505 0.3755550 10.0112887  5.7827586 0.2041247 0.4988047
## 431  2.6042830 25.6173303 0.1022973  5.3535854  5.5744954 0.2864952 0.3670720
## 821  4.0588411 38.5109186 0.1124772  3.8984715  4.7403682 0.1814567 0.1058140
## 671  4.5003882 58.5358617 0.2373027 11.0516171  2.5323886 0.1129073 0.2619864
## 871  3.8669694 56.2992036 0.3694495 10.9060400  7.0874902 0.1602058 0.2921501
## 210  2.7841270 11.0174587 0.2046658  2.2751888 13.5264411 0.2729022 0.1265676
## 711  2.8195397  8.3144525 0.4533346  7.2494003  4.2948497 0.2712799 0.3725355
## 301  3.5084379 37.2564844 0.1418325 11.7098568 14.7875071 0.1424778 0.5833284
## 921  2.2015578 12.1427132 0.1906229  8.9302178  1.3288947 0.1983037 0.3696163
## 391  3.2535450 27.1205650 0.1035054 10.9047249 10.5943904 0.2649764 0.5908382
## 371  2.7200532 39.4585961 0.3399293  2.5766526  9.3353026 0.1538116 0.1828853
## 641  3.4838642  7.5289162 0.4867368 12.7845386  5.3133940 0.1128379 0.1347968
## 851  1.5600956 10.4971454 0.3067809 13.9582197 13.8962272 0.2671612 0.5123328
## 601  2.0647105 33.5442912 0.2121778 12.1006956 14.5250712 0.2745617 0.4809469
## 621  2.4462543 26.4719965 0.4602076  7.8474555  9.9640683 0.1403120 0.3384296
## 321  2.9083114 29.2524128 0.4010143  6.6747711  9.9199737 0.2109703 0.5746903
## 681  3.3761700 56.9100958 0.4814648  7.3888419  7.4416669 0.2221474 0.2041596
## 191  2.7674743 15.5970858 0.3355404 12.0486264  6.4991524 0.1574695 0.3956286
## 521  2.8543015 25.7591751 0.2118643 14.4061882 10.3322498 0.2391771 0.1669920
## 221  4.9261619 12.4138466 0.1870961 14.8937916  6.7234495 0.2281210 0.4314206
## 461  4.5675645 46.2920082 0.1985024  1.9174382  1.1956946 0.1329673 0.5257056
## 810  2.5533839 59.0167814 0.3732907  8.7465072 11.6696957 0.2074691 0.5803632
## 181  4.4039686 35.6688902 0.2825455  8.0655506  8.4285773 0.1053138 0.3265861
## 971  3.7479864 42.7795663 0.4393579 11.6198664  5.8161344 0.2232496 0.1901390
## 541  3.0544630 53.5972723 0.4735517  4.6761533  7.1462961 0.2421450 0.3155980
## 911  4.8560606 27.2435453 0.2505366  4.3553460  6.0327268 0.1504867 0.4596559
## 421  1.8733713 22.2761230 0.1592480  7.0221193  0.6303031 0.1263936 0.5634063
## 310  3.6065669 42.4705479 0.3334829  5.7310610 12.2300965 0.1157280 0.1238175
## 271  4.0889157 14.9799218 0.2558226  2.4463532 10.8041285 0.1972792 0.1739036
## 991  2.0693061  6.5686796 0.2692404 12.3948232  4.5566271 0.1714512 0.1245808
## 351  4.7383091 17.5702356 0.4279187  1.5689171 14.9953741 0.2453617 0.1884954
## 751  3.9286151 42.1595523 0.1312714  3.3855533  9.0417738 0.2204950 0.3010002
## 141  2.0876959 29.0008859 0.4996758 14.1192774  7.7939521 0.1017657 0.3769889
## 171  2.3192522 21.4368861 0.2643571  8.5138515 11.2549928 0.2106836 0.2693899
## 1001 2.9651592 14.6037972 0.2179415 13.6775044  3.6078740 0.2558893 0.5479919
## 881  3.7508927  8.3364048 0.1036121 14.3110174 13.1104444 0.1374484 0.2037134
## 551  2.9468827  3.4407768 0.2205239 11.8964781  7.4056357 0.2064748 0.2837541
## 201  3.6851585  2.1587901 0.1538373  4.4412561 12.0260061 0.2407648 0.4971138
## 910  2.2675848 30.8774567 0.1317581 14.9453536  8.9162472 0.1757196 0.4826541
## 261  3.0640424 11.1522601 0.4228195  1.8303351  2.7383596 0.2850852 0.3060487
## 101  4.1864205  4.6948664 0.1856927  9.7386932 13.8625461 0.2588259 0.3558502
## 481  1.0486766 55.0235520 0.3874442  9.1358880  8.6015159 0.2966675 0.4809453
## 941  4.1247243  5.1104851 0.3217916 14.1204003  8.4472290 0.1644749 0.2477216
## 951  1.6748103  2.4103391 0.4151184  5.0593706  6.1235932 0.2395761 0.1429691
## 781  2.1402238 46.8237646 0.1361347  4.4256918  2.7525795 0.1677908 0.4775527
## 581  2.4054220 50.3537853 0.3739636  8.3146811 10.1832744 0.1292354 0.1337266
## 561  3.8464696 59.6445699 0.3483615  1.5541750 12.5110936 0.2596490 0.3846142
## 710  2.3562261 33.5884820 0.3448886 10.4449966  7.8029518 0.2356164 0.1555823
## 510  2.1358696 43.4289277 0.4902216  1.1249335 12.7637128 0.1823525 0.4052060
## 151  1.5309342 28.5540809 0.1074141  6.3003799  4.7903054 0.2806598 0.5342221
## 701  1.9382026 31.6214702 0.2708043 12.8926551  9.5310539 0.2307229 0.1723591
## 241  2.6067708 55.3229912 0.3646402 10.1326794  3.1861256 0.1252572 0.3856326
## 381  0.5419064 40.0108597 0.4932512  4.8103868  3.9870818 0.1933368 0.4358466
## 771  0.7348149 13.6983445 0.1682003  6.1653827 10.7362826 0.1801967 0.5547271
## 811  2.1909778 44.4799542 0.3247861  7.1857639  4.5200916 0.1371367 0.3878561
## 801  1.7671610  6.6807029 0.2777570  5.4252153  0.6640881 0.1633284 0.3612511
## 491  2.6525687 49.0037672 0.3993358  4.0271624  6.0136199 0.2570980 0.1521520
## 401  3.6364426 31.6573635 0.2600197  2.6805099 11.0084957 0.1774595 0.2137496
## 441  0.8255664 16.5661307 0.3958934  3.9789159 14.4379910 0.2326326 0.2474030
## 731  1.8036078 47.4391969 0.1121936  0.7015457  6.6105202 0.1628452 0.1970549
## 831  0.5618903 45.0884058 0.1632765  7.9111559  1.4240165 0.2127865 0.1284917
## 251  0.9630431  3.1239228 0.1277909 12.9653747  9.9733858 0.1491120 0.4010802
## 761  1.3198374 33.1850005 0.2190696  5.5082291  5.3845395 0.2495562 0.4829507
## 111  1.0316546 22.5692447 0.4569363  2.7855577 10.0474671 0.1731798 0.4224581
## 291  3.5530138 41.3684524 0.3614619 12.2980076  7.9556705 0.1007283 0.4448167
## 571  1.4541869 36.8119819 0.3117595  6.9541057  3.5096273 0.2031437 0.5545916
## 661  1.3622024 48.4559826 0.1204063 11.4231641 13.6255453 0.1886142 0.2418891
## 451  0.9473852  0.6303476 0.1347969  7.6455509 13.1533804 0.2848405 0.2160309
## 231  1.4927436 55.6738010 0.3820518  8.9746545 10.1265288 0.2403728 0.5408932
## 331  3.1514423  3.7886167 0.1597329  9.4156025 10.9521104 0.1415019 0.4721765
## 341  1.1460680 23.6856348 0.4324826  8.8141474  8.4579355 0.1462275 0.2383339
## 981  0.6819139 36.5533887 0.4097231  2.9463656 14.3004274 0.2919805 0.2633689
## 841  3.9957896 18.1723835 0.3485816  0.5525294  6.9379592 0.1307964 0.3259286
## 161  2.4306993 51.0904426 0.4706274  2.6367178  4.1233681 0.2946266 0.3435252
## 591  1.9782809 56.7869025 0.4049545  5.2100562 11.6089032 0.1027685 0.2967178
## 410  1.1183908 57.7270214 0.2312525 13.3777251  4.3663649 0.1939364 0.3523919
## 211  0.8066363 28.1037209 0.1764857 10.7017135 12.3293980 0.1704291 0.3702886
## 411  0.8613169 52.7294571 0.1165093 11.1672419  7.9075566 0.1466077 0.5075503
## 531  1.6581783 19.4695260 0.2897544  5.8993027  7.0268625 0.2513289 0.4122089
## 691  1.2702782 20.0087998 0.2067265  4.1416842  2.0435042 0.2132318 0.5600166
## 741  0.5021390 11.5361314 0.1240624  4.9070551 14.6728340 0.1232969 0.4378279
## 901  1.6111057 49.5633522 0.1777959  0.8392787  3.7395385 0.1570988 0.5364438
## 361  0.6044611 37.9677461 0.2898525  8.2548315 14.0718140 0.1118324 0.4172469
## 281  0.8442982  2.9816063 0.4795979  9.5423555  0.9150671 0.2883834 0.5966064
## 861  1.1150823 14.9673928 0.4252092 10.6028359 11.3433685 0.2162379 0.2548420
## 931  0.7672482 43.7655489 0.4351246  1.2221297  4.0827214 0.1310778 0.1543108
## 110  0.8115587 12.9818436 0.1442946  1.7784187  2.5834092 0.1063849 0.3329867
## 471  3.6381659 40.2739195 0.1512981  2.0938441  6.7183253 0.1462253 0.5113616
## 721  4.3817363 12.0559388 0.3629828  2.2430758 11.5145717 0.1115880 0.5820187
##             pa       po   vgseng1   vgseng2   vgseng3 run rowname         NSE
## 121  0.5805299 1.200396 1.3169421 1.5392958 0.1081343  12    7824  0.41640354
## 610  0.9199005 1.144617 1.5290578 0.4528317 0.2886629   6    6942  0.31152508
## 511  0.3697627 1.234456 0.9216642 1.7717416 0.9491127  51    1254  0.43183328
## 961  0.6962178 1.065113 1.0979954 1.4449212 1.1202716  96    8423  0.35966677
## 631  0.8869237 1.015035 1.2086488 0.4180534 1.9218851  63    8024  0.36425592
## 501  0.8598068 1.194934 1.6172569 0.3054211 0.7789004  50    3669  0.28384131
## 611  0.7652695 1.275884 1.1537408 0.8412759 0.5471447  61     578  0.36140871
## 651  0.4814200 1.401737 0.7802282 1.8985827 1.5735229  65    3003  0.51888186
## 131  0.9854594 1.403624 1.7532142 1.0680337 1.0780295  13    9919  0.20122540
## 791  0.3311302 1.323297 1.9117229 1.5302799 1.6709768  79    2200  0.39704984
## 311  0.6169484 1.306215 1.6664309 1.9888236 0.5311252  31    6044  0.31544588
## 891  0.7819786 1.053780 0.2156483 0.8375900 0.3336302  89    4103  0.31468883
## 431  0.3553713 1.573322 1.5593718 1.1877182 1.1004340  43     893  0.50326411
## 821  0.7569778 1.575607 1.6372074 1.1495433 1.2199420  82     465  0.33269643
## 671  0.5978626 1.303494 1.5896562 1.8896557 1.7003846  67    2552  0.32255739
## 871  0.4968740 1.179781 0.4033399 1.1639206 0.6033722  87    5014  0.33648362
## 210  0.6455672 1.515586 1.1269169 1.3328733 1.9187455   2    5897  0.38878676
## 711  0.9388280 1.082722 0.8931955 0.2246538 1.8759478  71    2939  0.27061670
## 301  0.4739964 1.234347 1.4601860 1.4996198 1.0501203  30    4342  0.32004502
## 921  0.8477374 1.836214 1.8768113 1.4908241 1.7728976  92    1005  0.39980838
## 391  0.3803811 1.148325 0.5343755 1.9393245 0.9061472  39    3532  0.40716964
## 371  0.7273503 1.940187 1.3986779 0.9789022 1.6476437  37    1217  0.44827303
## 641  0.4070213 1.986351 0.7231657 1.5922106 1.8356137  64    3312  0.45242319
## 851  0.7780805 1.003883 0.5585226 0.9286186 0.8398819  85      82  0.10548095
## 601  0.9012121 1.165378 1.8071785 1.2138437 0.7606092  60    9681  0.14223611
## 621  0.2869314 1.206628 0.6879964 1.4109034 1.5394844  62    3052  0.45876678
## 321  0.1309341 1.049735 0.5414309 1.1421273 1.3505493  32    3214  0.52583798
## 681  0.5174098 1.631390 0.6274619 0.1944079 0.2168547  68    9167  0.36347958
## 191  0.3997139 1.546172 0.7704138 0.9012038 0.5794276  19    6505  0.41842949
## 521  0.5798978 1.588572 1.1998841 0.8837116 0.3068198  52    2533  0.22626042
## 221  0.2832483 1.922145 1.5145468 1.9285252 0.3872417  22     737  0.44378498
## 461  0.9130622 1.437804 1.4441157 0.9663347 1.9945348  46    5054  0.48170501
## 810  0.4734452 1.192401 1.3449995 0.9957604 1.2516301   8    5004  0.34904786
## 181  0.8181055 1.883137 0.7566292 0.7159607 0.1955128  18    4200  0.30636144
## 971  0.2442878 1.319471 0.9794036 1.7373237 1.5744225  97    4933  0.38463385
## 541  0.1658471 1.469289 1.7356937 1.0830052 0.1159426  54    7408  0.47518536
## 911  0.1743927 1.179771 1.0520151 1.2447777 1.7686111  91    1007  0.41670829
## 421  0.2832660 1.411360 1.7240456 0.1822107 0.6668929  42    8064  0.56301652
## 310  0.3711340 1.836492 1.4726866 1.7228532 0.3591769   3    3494  0.39063021
## 271  0.4612774 1.603952 1.4852232 0.4827150 0.6213998  27     177  0.47544108
## 991  0.2365460 1.585737 1.6727967 1.3640529 0.1090854  99    4523  0.57729025
## 351  0.2496649 1.901384 0.1972994 0.9011711 0.8835245  35    8708 -0.45255328
## 751  0.1592089 1.215439 1.9352173 0.7657488 0.5428330  75    9688  0.39352329
## 141  0.1226191 1.653936 1.6036616 1.9199043 1.0262472  14    1795  0.64560789
## 171  0.5544086 1.422532 1.6503057 0.5528959 1.4647654  17    2249  0.22587613
## 1001 0.1625449 1.760417 1.1755989 1.1948756 0.1889951 100    9099  0.55107264
## 881  0.5648352 1.734536 0.9721822 0.4014307 1.6764221  88    9787  0.20240756
## 551  0.9360644 1.866700 1.7881573 1.8449389 0.7192573  55    5946  0.15379087
## 201  0.7865595 1.261572 0.3719612 0.2090016 0.9000129  20    2391  0.32977269
## 910  0.2248604 1.663657 0.8325073 1.0204074 1.7589968   9    5934  0.54351931
## 261  0.3376457 1.004376 0.9919196 0.5236577 0.2409301  26    5508  0.51872009
## 101  0.7963999 1.845417 0.2956789 0.5029579 1.7267453  10    4411  0.24769935
## 481  0.3253652 1.115439 1.9942304 0.5926981 0.9911967  48    8866  0.27678732
## 941  0.1421548 1.851646 0.5612258 0.6645525 0.7004942  94    7217  0.51226023
## 951  0.3939743 1.103646 1.7692819 0.4378215 1.7109384  95    6123  0.31310414
## 781  0.9627291 1.234905 0.8718315 0.8435343 1.5137707  78    1205  0.31673528
## 581  0.9528590 1.331282 1.5669641 1.1263939 1.8224229  58    9869  0.02568762
## 561  0.5580406 1.770683 1.1353978 0.9354532 0.7728172  56    4077  0.31607325
## 710  0.1815132 1.571005 0.5780597 0.4618857 1.1688740   7     706  0.48194279
## 510  0.6470131 1.488391 1.2440302 1.2655707 1.4225798   5    7285  0.50273182
## 151  0.2529330 1.159871 1.2694891 1.2253678 0.3437766  15    1080  0.48059663
## 701  0.3027831 1.824512 0.9094635 0.2217183 1.2393257  70    1106  0.46126006
## 241  0.8117295 1.808165 0.1035483 0.8834563 0.9352696  24    8552  0.30751125
## 381  0.7527791 1.293470 1.3719653 1.5856779 1.4452609  38    3237 -0.06874043
## 771  0.6491635 1.080055 1.7079750 1.3464609 1.3738110  77    6026 -0.06258886
## 811  0.5005505 1.969861 0.6132443 0.3808846 1.0982441  81     948  0.48223689
## 801  0.7335131 1.341886 1.0858487 0.7777550 1.1440309  80    3283  0.40212866
## 491  0.1534011 1.542591 0.9496527 0.3865867 1.2116997  49    7735  0.44078227
## 401  0.3096066 1.267646 0.4268627 0.2730577 1.7451620  40    3356  0.40503474
## 441  0.7116275 1.247410 0.6050156 0.4716875 0.8076044  44    6764  0.01677697
## 731  0.5610837 1.227570 1.2984805 1.3932931 1.5558770  73    2721  0.51085285
## 831  0.9439019 1.620943 0.1603868 0.6870437 1.9083232  83    5676 -0.03066321
## 251  0.5352164 1.170351 1.9969507 1.3104795 1.2714553  25    3804 -0.08733767
## 761  0.4111238 1.018561 0.8485674 0.5751015 0.8690104  76     415  0.26678994
## 111  0.8970961 1.033028 1.0245331 1.7907642 0.4930361  11    1752 -0.02032427
## 291  0.1895593 1.980162 0.6505244 1.4181253 1.7487341  29    3038  0.43278592
## 571  0.1456512 1.353085 0.9836987 1.1054259 1.9351773  57    5176  0.52454896
## 661  0.9900806 1.456124 1.1610083 0.3437685 0.7431269  66    9125 -0.11128889
## 451  0.6910346 1.524622 0.6190984 1.5612780 0.6456967  45    7204  0.34213379
## 231  0.5513105 1.289288 0.3846172 0.6237507 1.8622866  23    5580  0.14881301
## 331  0.9773088 1.643913 0.2242407 1.8962078 0.4193384  33    4580  0.02986666
## 341  0.8368970 1.689157 1.2307975 1.3148514 0.8695490  34    7224 -0.12495116
## 981  0.5272683 1.892592 0.6080738 1.2911031 1.8928582  98    7250  0.18377819
## 841  0.3929147 1.873401 1.9003127 0.1380209 1.8668526  84    3931  0.46041920
## 161  0.1100558 1.992709 0.4747644 0.2698218 1.4085338  16    6625  0.44274143
## 591  0.3977385 1.796677 0.1345125 0.7026631 1.3480638  59    8281  0.44279126
## 410  0.4213273 1.805660 0.6325021 0.2313612 1.6994740   4    9053  0.30263462
## 211  0.6080791 1.793820 0.2648830 0.1206472 1.0768259  21    6841 -0.09222595
## 411  0.3312359 1.390909 1.3905736 0.1711928 1.7782499  41    9459  0.05665171
## 531  0.1079490 1.948763 0.2863847 1.4336734 0.1687229  53    7914  0.54872488
## 691  0.4260243 1.373501 0.3228994 1.6444722 1.3932900  69    2594  0.32496970
## 741  0.4595834 1.157634 1.6286380 0.3599406 0.6872486  74    9387 -0.46472864
## 901  0.6805852 1.456320 0.4474065 1.1640756 1.5936670  90    5239  0.34309536
## 361  0.4893251 1.506893 0.2734149 0.5577553 1.3184099  36    4055 -0.31638067
## 281  0.5408733 1.897104 1.5652902 1.8133974 0.9669966  28    5803  0.18666185
## 861  0.2121129 1.812964 0.1934825 1.6667820 1.1793951  86    7402  0.35935530
## 931  0.4414554 1.525440 1.8426234 1.2018530 1.6078887  93    3105  0.20899828
## 110  0.8753956 1.711704 0.1848190 0.6374017 0.6339056   1    8506 -0.23603947
## 471  0.2150016 1.863809 0.9337972 1.7201381 1.9653277  47    4037  0.03913082
## 721  0.3516390 1.740166 0.2441062 1.8328146 1.3602947  72     995  0.18161923
##            lnNSE       KGE     smNSE    smlnNSE      smKGE      calNSE
## 121   0.38156867 0.4182165 -14.72720  -31.63631 -0.1868595 -0.25048421
## 610   0.30521039 0.3487672 -13.09018  -27.37341 -0.1981731 -0.21651944
## 511   0.42811983 0.4741552 -18.30541  -46.75383 -0.2828858 -0.19346870
## 961   0.40121770 0.4084282 -13.50821  -28.57201 -0.2290995 -0.41012807
## 631   0.38660454 0.4224323 -11.84197  -23.90983 -0.1995968 -0.51317503
## 501   0.28271876 0.3682442 -13.25099  -27.20775 -0.1981865 -0.46301017
## 611   0.36434928 0.3982371 -15.99602  -37.41607 -0.2572118 -0.49371686
## 651   0.44237014 0.5829687 -18.94078  -49.45165 -0.2661071 -0.64746157
## 131   0.11344273 0.3379773 -15.29531  -34.41657 -0.2533755 -0.51234054
## 791   0.37731810 0.3904303 -20.69541  -59.92221 -0.2930904 -0.37174335
## 311   0.24361261 0.4130789 -18.05864  -46.69695 -0.2953994 -0.46026008
## 891   0.24298069 0.4202116 -12.47449  -25.29107 -0.2198684 -0.83848076
## 431   0.43436290 0.5384374 -23.45226  -78.76040 -0.3278448 -0.70644918
## 821   0.28864892 0.3277772 -19.69049  -54.10169 -0.2758107 -0.48041804
## 671   0.30091992 0.3273912 -16.61271  -39.35686 -0.2116225 -0.42719344
## 871   0.30050975 0.3791217 -16.71139  -40.09301 -0.2731514 -0.68494391
## 210   0.40264887 0.4562035 -20.72599  -60.35106 -0.3503707 -0.53538322
## 711  -0.03982003 0.4548624 -11.97613  -23.77836 -0.2234285 -0.75624898
## 301   0.23302428 0.4150892 -18.66641  -49.70328 -0.3117181 -0.49353901
## 921   0.13175104 0.5407676 -20.92561  -61.17554 -0.3003373 -0.49153720
## 391   0.34208435 0.5080913 -17.76423  -44.66578 -0.3038738 -0.72996135
## 371   0.40682962 0.4993259 -24.59937  -88.86813 -0.3634241 -0.68204838
## 641   0.36580288 0.4969586 -27.06082 -114.71916 -0.4046173 -0.50871645
## 851  -0.90345239 0.2998638 -12.37409  -25.46190 -0.2620588 -0.76629987
## 601  -0.62040127 0.3214903 -14.46195  -32.95606 -0.2991436 -0.62911064
## 621   0.32977466 0.5886163 -19.38370  -52.10761 -0.3125634 -0.72262672
## 321   0.30645021 0.5679874 -18.85739  -48.84733 -0.2951850 -1.30766852
## 681   0.30410983 0.3833488 -23.05631  -76.23318 -0.3617512 -0.72153925
## 191   0.31070956 0.5286884 -22.81733  -74.05987 -0.3630469 -0.57392432
## 521   0.21095702 0.3337778 -22.60054  -73.63376 -0.3962592 -0.41135280
## 221   0.26207299 0.4089618 -28.18574 -130.19893 -0.3809422 -0.63246873
## 461   0.47297280 0.6729740 -14.73406  -31.17840 -0.1334262 -1.91695181
## 810   0.17954575 0.4972010 -17.70719  -44.76091 -0.3049712 -0.77558365
## 181   0.28826304 0.3512656 -23.69350  -81.93555 -0.3875733 -0.58865748
## 971   0.25530049 0.3753439 -21.41129  -64.07097 -0.3056108 -0.75991723
## 541   0.23994334 0.4628211 -24.75788  -89.47859 -0.3286626 -1.24486752
## 911   0.14528737 0.4087361 -19.55518  -52.34238 -0.2585819 -1.25472148
## 421   0.43193448 0.7427902 -19.16694  -50.40334 -0.2620189 -1.07866351
## 310   0.26247644 0.3976525 -26.89921 -112.97078 -0.3713115 -0.77983881
## 271   0.37668492 0.5766590 -23.08928  -75.70724 -0.3120184 -0.96380403
## 991   0.43233895 0.7085812 -24.70245  -89.08743 -0.3682449 -0.61102846
## 351   0.26469334 0.1114021 -28.67288 -136.49579 -0.3747625  0.09101681
## 751   0.11619398 0.3778630 -21.03031  -60.94423 -0.2634071 -1.47164931
## 141   0.44898626 0.6971161 -27.98613 -126.57736 -0.4067619 -0.94613629
## 171  -0.10116186 0.4042548 -20.49484  -59.49714 -0.3735501 -0.66225461
## 1001  0.32035564 0.5553879 -27.62702 -121.71802 -0.3896553 -1.26361096
## 881   0.01309785 0.3278986 -24.37778  -87.67152 -0.4243300 -0.51907384
## 551  -0.30788917 0.2989720 -22.73544  -74.75226 -0.4442619 -0.45520971
## 201   0.01410235 0.4995577 -16.19207  -38.38159 -0.3171578 -0.80467630
## 910   0.41049880 0.6201496 -26.57213 -108.82171 -0.4081579 -0.93419599
## 261   0.42693566 0.6244379 -13.12827  -25.58507 -0.1428330 -2.29131077
## 101   0.06878301 0.3592969 -23.98037  -84.94318 -0.4633705 -0.48181195
## 481  -0.33205284 0.5865003 -17.40155  -42.44071 -0.3213144 -0.82413696
## 941   0.23498946 0.4819458 -29.38630 -148.61294 -0.4577694 -1.07416445
## 951   0.10070805 0.5815286 -16.17332  -36.86799 -0.2469713 -0.93957265
## 781  -0.03024889 0.5452230 -13.30279  -27.39673 -0.2211640 -1.11480427
## 581  -0.81062499 0.2947028 -16.26672  -39.72717 -0.2947587 -1.04166731
## 561   0.41687458 0.5060991 -24.33700  -85.94549 -0.3225957 -1.01421278
## 710   0.29430343 0.5106490 -26.02428 -102.46616 -0.4037125 -1.32562094
## 510   0.40335930 0.6807202 -20.00338  -55.56073 -0.3064298 -1.12378535
## 151   0.28724466 0.7117654 -18.28106  -46.21417 -0.2779354 -1.03688450
## 701   0.37632984 0.5711221 -27.32611 -118.18011 -0.4304039 -0.88845995
## 241   0.18601986 0.4577194 -21.94231  -68.29333 -0.3602820 -0.98507978
## 381  -1.40797503 0.4270864 -16.33429  -37.82094 -0.2109015 -1.35603171
## 771  -1.85251882 0.3671400 -14.42457  -31.22483 -0.2347427 -1.49336879
## 811   0.36095974 0.5943955 -26.01874 -102.74729 -0.3944827 -1.02949885
## 801  -0.03021164 0.7022168 -14.40431  -30.16140 -0.1873913 -1.04221005
## 491   0.16351649 0.4454672 -25.68154  -98.37824 -0.3617123 -1.79309250
## 401   0.24769671 0.5259297 -19.82525  -54.13086 -0.2856109 -1.83465090
## 441  -0.68506010 0.3758049 -16.79276  -40.80616 -0.3197248 -1.15248304
## 731   0.37724902 0.7096590 -15.91502  -35.65838 -0.1992857 -1.62819385
## 831  -0.49847190 0.4264685 -18.22337  -45.95485 -0.2518050 -1.49083947
## 251  -1.80710753 0.3348839 -16.65828  -39.42115 -0.2699557 -1.74717546
## 761  -0.27169981 0.6223327 -14.10278  -29.46814 -0.2542936 -1.24441118
## 111  -1.37316036 0.4726222 -11.85693  -23.34077 -0.2244601 -1.36427635
## 291   0.12831695 0.4273815 -29.80246 -156.71650 -0.4389660 -1.49279559
## 571   0.42451467 0.7137505 -22.84493  -73.43411 -0.3439978 -1.44520479
## 661  -1.25911359 0.1556067 -17.89597  -47.07796 -0.3764107 -1.05070216
## 451   0.23674837 0.5516491 -20.22407  -56.31566 -0.3748826 -1.04662068
## 231  -0.63142163 0.4682663 -18.44704  -48.30374 -0.3671131 -1.24304614
## 331  -1.13641952 0.3003880 -20.20186  -58.75269 -0.4123004 -1.19267446
## 341  -1.69637250 0.2483188 -21.26039  -64.03880 -0.4361704 -1.20663156
## 981  -0.24751952 0.5317930 -25.96651 -101.89140 -0.4762540 -0.92759782
## 841   0.13702999 0.5431666 -25.80089  -99.67296 -0.2768233 -3.62514595
## 161   0.05804910 0.4438134 -30.45020 -168.84423 -0.4180735 -2.89321078
## 591   0.25678713 0.6252960 -26.04577 -102.97494 -0.4227145 -1.39771493
## 410  -0.22227997 0.6506266 -25.05787  -92.70272 -0.4183814 -1.23514779
## 211  -1.68092791 0.3212722 -24.30554  -86.03377 -0.4871195 -1.44224779
## 411  -1.37936412 0.5446748 -21.48939  -64.25855 -0.3699172 -1.25065496
## 531   0.31111998 0.6264908 -30.64452 -173.51334 -0.4707699 -2.32088406
## 691  -0.07808979 0.6803830 -18.62894  -47.82377 -0.2898627 -1.64379279
## 741  -2.66525917 0.3213821 -18.36341  -47.53079 -0.1277015 -2.70338549
## 901   0.28067361 0.6346597 -17.99177  -44.65154 -0.2454044 -2.37777208
## 361  -3.03972217 0.3077306 -22.13564  -68.87201 -0.3902684 -2.18792865
## 281  -0.09080029 0.6050168 -24.18397  -84.17198 -0.2449656 -1.81717046
## 861   0.02089676 0.6894532 -28.20791 -129.72260 -0.4819030 -1.73452398
## 931  -0.31101397 0.6087162 -21.38838  -63.32694 -0.2956018 -1.73264669
## 110  -1.42469788 0.4543785 -20.08577  -55.42729 -0.2897767 -2.97645762
## 471   0.09380998 0.4130878 -28.09839 -127.77794 -0.3533435 -9.03777266
## 721   0.21814716 0.4819261 -25.68765  -98.52164 -0.3729871 -7.85415843
##        callnNSE      calKGE  calsmNSE calsmlnNSE   calsmKGE       valNSE
## 121  -0.2414064  0.45519467 -14.72720  -31.63631 -0.1868595  0.008626507
## 610  -0.2417364  0.44044858 -13.09018  -27.37341 -0.1981731 -0.245211812
## 511  -0.1851698  0.51505361 -18.30541  -46.75383 -0.2828858 -0.036363257
## 961  -0.3165945  0.45049147 -13.50821  -28.57201 -0.2290995 -0.072101534
## 631  -0.3816596  0.41799266 -11.84197  -23.90983 -0.1995968 -0.054903416
## 501  -0.6298171  0.40337567 -13.25099  -27.20775 -0.1981865 -0.487325894
## 611  -0.3588529  0.41278135 -15.99602  -37.41607 -0.2572118 -0.058056225
## 651  -0.4550883  0.41196922 -18.94078  -49.45165 -0.2661071  0.160373394
## 131  -0.8092612  0.37614584 -15.29531  -34.41657 -0.2533755 -0.730391520
## 791  -0.4031852  0.40059751 -20.69541  -59.92221 -0.2930904  0.096961737
## 311  -0.8726951  0.40029957 -18.05864  -46.69695 -0.2953994 -0.417501797
## 891  -0.6674708  0.32087510 -12.47449  -25.29107 -0.2198684 -0.207895386
## 431  -0.4668872  0.42699528 -23.45226  -78.76040 -0.3278448  0.281358666
## 821  -0.5016957  0.37083555 -19.69049  -54.10169 -0.2758107 -0.041046977
## 671  -0.4484384  0.29770051 -16.61271  -39.35686 -0.2116225 -0.109847265
## 871  -0.5586285  0.35608728 -16.71139  -40.09301 -0.2731514 -0.109062934
## 210  -0.3953020  0.43233180 -20.72599  -60.35106 -0.3503707 -0.144931173
## 711  -1.1423070  0.30410180 -11.97613  -23.77836 -0.2234285 -0.427095812
## 301  -0.9001688  0.39033187 -18.66641  -49.70328 -0.3117181 -0.406315943
## 921  -1.2202495  0.37178547 -20.92561  -61.17554 -0.3003373 -0.389036422
## 391  -0.4611450  0.35623912 -17.76423  -44.66578 -0.3038738  0.044673592
## 371  -0.4659487  0.41083525 -24.59937  -88.86813 -0.3634241 -0.017337303
## 641  -0.4201522  0.44000330 -27.06082 -114.71916 -0.4046173 -0.052598191
## 851  -2.5684122  0.29617137 -12.37409  -25.46190 -0.2620588 -0.642633222
## 601  -2.0132053  0.32208161 -14.46195  -32.95606 -0.2991436 -0.591186407
## 621  -0.7703886  0.33526488 -19.38370  -52.10761 -0.3125634 -0.202905507
## 321  -0.8977660  0.31561619 -18.85739  -48.84733 -0.2951850  0.335490237
## 681  -0.6413863  0.37998429 -23.05631  -76.23318 -0.3617512  0.106485514
## 191  -0.7013207  0.37821530 -22.81733  -74.05987 -0.3630469 -0.210641464
## 521  -0.5821009  0.41085736 -22.60054  -73.63376 -0.3962592 -0.521550204
## 221  -0.6601601  0.38403739 -28.18574 -130.19893 -0.3809422  0.342891122
## 461  -0.9178975  0.12977498 -14.73406  -31.17840 -0.1334262  0.116357163
## 810  -1.1142463  0.29369872 -17.70719  -44.76091 -0.3049712 -0.318458803
## 181  -0.4937493  0.37446245 -23.69350  -81.93555 -0.3875733 -0.205750530
## 971  -0.8212194  0.28464293 -21.41129  -64.07097 -0.3056108  0.170605703
## 541  -1.1353982  0.30657560 -24.75788  -89.47859 -0.3286626  0.358323894
## 911  -1.1681998  0.23464695 -19.55518  -52.34238 -0.2585819  0.259086456
## 421  -0.5985520  0.23697283 -19.16694  -50.40334 -0.2620189  0.332556634
## 310  -0.7552802  0.34196010 -26.89921 -112.97078 -0.3713115  0.065631370
## 271  -0.5973880  0.27818011 -23.08928  -75.70724 -0.3120184  0.300513550
## 991  -0.5695615  0.32867165 -24.70245  -89.08743 -0.3682449 -0.029187445
## 351   0.2014963  0.33365332 -28.67288 -136.49579 -0.3747625 -0.785584192
## 751  -1.3433939  0.22223189 -21.03031  -60.94423 -0.2634071  0.323279006
## 141  -0.6355739  0.36414571 -27.98613 -126.57736 -0.4067619  0.386179283
## 171  -1.3590810  0.32844006 -20.49484  -59.49714 -0.3735501 -0.664098466
## 1001 -0.9086006  0.34194231 -27.62702 -121.71802 -0.3896553  0.462921021
## 881  -1.4088432  0.37578073 -24.37778  -87.67152 -0.4243300 -0.709742018
## 551  -1.7046179  0.39193901 -22.73544  -74.75226 -0.4442619 -0.855169966
## 201  -1.3365064  0.26300322 -16.19207  -38.38159 -0.3171578 -0.377771111
## 910  -0.5959052  0.34761239 -26.57213 -108.82171 -0.4081579  0.212050014
## 261  -1.2124274  0.07616010 -13.12827  -25.58507 -0.1428330  0.326756332
## 101  -0.8269357  0.39542432 -23.98037  -84.94318 -0.4633705 -0.384608079
## 481  -1.4686347  0.24959062 -17.40155  -42.44071 -0.3213144 -0.299255932
## 941  -0.9770641  0.38455690 -29.38630 -148.61294 -0.4577694  0.414181459
## 951  -1.0000228  0.17355689 -16.17332  -36.86799 -0.2469713 -0.631394994
## 781  -1.9413964  0.14586846 -13.30279  -27.39673 -0.2211640 -0.519125249
## 581  -3.4144618  0.21662333 -16.26672  -39.72717 -0.2947587 -1.277352527
## 561  -0.5630265  0.24198817 -24.33700  -85.94549 -0.3225957  0.496775042
## 710  -1.0535389  0.32275463 -26.02428 -102.46616 -0.4037125  0.243651374
## 510  -0.5168971  0.22293919 -20.00338  -55.56073 -0.3064298  0.246068998
## 151  -0.8559686  0.18718621 -18.28106  -46.21417 -0.2779354  0.091534178
## 701  -0.6494799  0.33618184 -27.32611 -118.18011 -0.4304039 -0.039837186
## 241  -1.1188392  0.26227833 -21.94231  -68.29333 -0.3602820 -0.391744194
## 381  -3.5850483  0.11287772 -16.33429  -37.82094 -0.2109015 -0.994774253
## 771  -4.9046118  0.13069400 -14.42457  -31.22483 -0.2347427 -1.133672222
## 811  -0.7408613  0.29005400 -26.01874 -102.74729 -0.3944827  0.014781395
## 801  -1.8948907  0.07565818 -14.40431  -30.16140 -0.1873913 -0.389013315
## 491  -1.5603530  0.24430337 -25.68154  -98.37824 -0.3617123  0.329215218
## 401  -1.3092696  0.16503041 -19.82525  -54.13086 -0.2856109  0.180517186
## 441  -1.9308570  0.19385715 -16.79276  -40.80616 -0.3197248 -0.913887834
## 731  -0.6962564  0.04540850 -15.91502  -35.65838 -0.1992857  0.248622264
## 831  -2.0273282  0.08992449 -18.22337  -45.95485 -0.2518050 -1.045048273
## 251  -5.1691146  0.09851065 -16.65828  -39.42115 -0.2699557 -1.334163419
## 761  -1.7991918  0.07297179 -14.10278  -29.46814 -0.2542936 -0.384405230
## 111  -3.6792747  0.03816628 -11.85693  -23.34077 -0.2244601 -0.999561920
## 291  -1.3253118  0.25146691 -29.80246 -156.71650 -0.4389660  0.277268531
## 571  -0.7000526  0.13144312 -22.84493  -73.43411 -0.3439978  0.420851036
## 661  -3.0779670  0.15303986 -17.89597  -47.07796 -0.3764107 -1.200741441
## 451  -0.1719601  0.14754387 -20.22407  -56.31566 -0.3748826 -0.118372353
## 231  -2.3831035  0.13920372 -18.44704  -48.30374 -0.3671131 -0.579854375
## 331  -4.3444858  0.18099770 -20.20186  -58.75269 -0.4123004 -1.174240943
## 341  -4.3618573  0.20369016 -21.26039  -64.03880 -0.4361704 -1.385568165
## 981  -1.0871723  0.23838422 -25.96651 -101.89140 -0.4762540 -0.416750741
## 841  -2.3714465  0.02913469 -25.80089  -99.67296 -0.2768233  0.565773604
## 161  -2.1341065  0.15055788 -30.45020 -168.84423 -0.4180735  0.518905464
## 591  -1.1701439  0.14588138 -26.04577 -102.97494 -0.4227145 -0.132142854
## 410  -2.0684741  0.07462286 -25.05787  -92.70272 -0.4183814 -0.413053154
## 211  -4.3925117  0.13635078 -24.30554  -86.03377 -0.4871195 -1.198384975
## 411  -4.5745185  0.01759770 -21.48939  -64.25855 -0.3699172 -0.854249787
## 531  -1.3074830  0.10342312 -30.64452 -173.51334 -0.4707699  0.571593383
## 691  -1.9433334 -0.09109155 -18.62894  -47.82377 -0.2898627 -0.112180087
## 741  -7.1047119 -0.26100983 -18.36341  -47.53079 -0.1277015 -1.458348558
## 901  -0.9080430 -0.16568815 -17.99177  -44.65154 -0.2454044  0.322086988
## 361  -8.1636538 -0.06174755 -22.13564  -68.87201 -0.3902684 -1.538803818
## 281  -1.4494911 -0.24314722 -24.18397  -84.17198 -0.2449656 -0.048411056
## 861  -1.5890197 -0.08864565 -28.20791 -129.72260 -0.4819030 -0.102300742
## 931  -2.4762029 -0.27906359 -21.38838  -63.32694 -0.2956018 -0.180959121
## 110  -5.7206255 -0.58812888 -20.08577  -55.42729 -0.2897767 -0.930778269
## 471  -3.6005306 -0.80459324 -28.09839 -127.77794 -0.3533435  0.246344494
## 721  -2.5262815 -0.97167747 -25.68765  -98.52164 -0.3729871  0.352187761
##          vallnNSE       valKGE  valsmNSE valsmlnNSE     valsmKGE treatment
## 121    0.08908939  0.161680855 -41.62852 -115.53369  0.056911344       RSS
## 610   -0.44702266  0.052469982 -38.55507 -105.49071  0.105596159       RSS
## 511   -0.23671366  0.202756003 -50.47444 -166.32773 -0.046562824       RSS
## 961   -0.22881798  0.175982954 -39.70590 -110.21841  0.080812138       RSS
## 631   -0.26378145  0.186951828 -35.98250  -95.41722  0.096127844       RSS
## 501   -1.36832635 -0.009825214 -38.57235 -103.40224  0.110367758       RSS
## 611   -0.28484387  0.182534226 -45.39574 -138.33326  0.034610618       RSS
## 651    0.19697022  0.307341918 -51.61542 -172.64847 -0.064664437       RSS
## 131   -2.70693400 -0.075258530 -43.59869 -128.31402  0.070066407       RSS
## 791    0.35499020  0.181093037 -56.13546 -208.43528 -0.095660237       RSS
## 311   -1.66542267  0.073991480 -50.41833 -170.05062 -0.014545172       RSS
## 891   -1.00241004  0.157466197 -37.14603  -98.83202  0.105964785       RSS
## 431    0.45569005  0.350065533 -62.42836 -266.49752 -0.158411505       RSS
## 821    0.15943875  0.084960635 -53.64028 -189.03928 -0.059922529       RSS
## 671   -0.04520805  0.073782731 -46.36752 -141.69588  0.022783224       RSS
## 871   -0.16692980  0.114379849 -47.02727 -146.78842  0.012087845       RSS
## 210   -0.30220096  0.133146970 -56.34506 -211.43648 -0.100440891       RSS
## 711   -2.53447511  0.116370086 -36.07932  -94.62214  0.107433011       RSS
## 301   -1.66813987  0.081751878 -51.84136 -179.96364 -0.031113604       RSS
## 921   -2.01549660  0.118699629 -56.44532 -211.12618 -0.082035392       RSS
## 391   -0.47261216  0.299578170 -49.53262 -161.97232 -0.021545680       RSS
## 371    0.05406502  0.177543812 -65.17736 -298.89996 -0.184378345       RSS
## 641   -0.10201069  0.172271631 -71.06765 -381.36405 -0.256780499       RSS
## 851   -4.75877420  0.078887255 -37.95164 -105.18956  0.052742818       RSS
## 601   -4.15954475  0.087671271 -43.15343 -131.82180  0.022484152       RSS
## 621   -0.83648799  0.158007857 -52.99169 -183.37354 -0.084181819       RSS
## 321    0.51487545  0.356817704 -51.58933 -171.67632 -0.102124916       RSS
## 681    0.36214534  0.192605589 -61.82496 -261.84406 -0.146628272       RSS
## 191   -0.95984674  0.160534805 -61.16863 -254.15593 -0.154816922       RSS
## 521   -1.83340065  0.011228294 -61.17136 -258.62894 -0.134093400       RSS
## 221    0.56467172  0.315404973 -73.60144 -427.33517 -0.266081142       RSS
## 461    0.23446031  0.349325428 -41.14380 -111.66981  0.047044734       RSS
## 810   -1.80668175  0.151492491 -49.53439 -163.44746 -0.014490570       RSS
## 181   -0.39759925  0.076777106 -63.46152 -281.74166 -0.160423554       RSS
## 971    0.47212867  0.182771527 -57.82052 -221.68698 -0.125918644       RSS
## 541    0.65257395  0.303747090 -65.51476 -299.84843 -0.223207966       RSS
## 911    0.48005021  0.221065956 -53.06797 -181.43850 -0.126185047       RSS
## 421    0.36501133  0.416256687 -52.22563 -175.98300 -0.093188177       RSS
## 310    0.35146678  0.126217003 -70.56331 -373.66485 -0.243276195       RSS
## 271    0.61049883  0.286574228 -61.48411 -255.74975 -0.158914982       RSS
## 991   -0.45310397  0.260583300 -65.42856 -299.54004 -0.220664408       RSS
## 351   -0.16347226  0.296001785 -74.58053 -443.64695 -0.293581793       RSS
## 751    0.60123437  0.261359030 -56.55682 -208.53978 -0.151296903       RSS
## 141    0.63704272  0.412601144 -73.23932 -418.16057 -0.310646868       RSS
## 171   -3.24225145  0.005837086 -56.24190 -212.90773 -0.089931187       RSS
## 1001   0.66573481  0.443302420 -72.27185 -400.91923 -0.265035471       RSS
## 881   -2.88049031 -0.042916181 -65.14838 -301.58719 -0.187021747       RSS
## 551   -4.48567503 -0.046027591 -61.76797 -265.86019 -0.149032563       RSS
## 201   -2.64007877  0.152081330 -46.13849 -143.65611  0.013394079       RSS
## 910    0.33119420  0.318905011 -69.95783 -363.39670 -0.253682527       RSS
## 261    0.55812683  0.401281632 -37.39429  -94.17318  0.049061811       RSS
## 101   -2.02049041  0.117205188 -64.63687 -298.25963 -0.180683511       RSS
## 481   -2.60728389  0.202070201 -48.46150 -153.76586 -0.030732236       RSS
## 941    0.69819878  0.348709944 -76.57096 -488.47863 -0.339323105       RSS
## 951   -2.61018883  0.005762661 -44.76229 -131.45042  0.005839684       RSS
## 781   -2.67499856  0.077340217 -38.72535 -104.38878  0.105177148       RSS
## 581   -7.70730371 -0.228346126 -46.77770 -151.11418  0.017874423       RSS
## 561    0.74536001  0.656038888 -64.45588 -288.13895 -0.182304030       RSS
## 710    0.58541088  0.263131855 -68.67369 -343.44256 -0.241822781       RSS
## 510    0.29704205  0.419095670 -54.24446 -192.91532 -0.083262413       RSS
## 151   -0.66331721  0.364760012 -50.14370 -162.93157 -0.058634116       RSS
## 701   -0.18955073  0.206122840 -71.72977 -393.09719 -0.262194131       RSS
## 241   -1.42854496  0.072799402 -59.28848 -237.56089 -0.114245509       RSS
## 381   -6.78591996 -0.059693272 -44.68399 -132.27715  0.034641348       RSS
## 771   -8.72836257 -0.081454092 -41.04591 -116.43714  0.065479134       RSS
## 811   -0.08649779  0.233457893 -68.63039 -344.07256 -0.225376534       RSS
## 801   -2.50313419  0.158571756 -40.51511 -109.56524  0.064999618       RSS
## 491    0.66137528  0.270835591 -67.70326 -328.16728 -0.240348732       RSS
## 401    0.49789596  0.205471315 -53.78781 -187.95509 -0.098325588       RSS
## 441   -4.67845320 -0.059818493 -47.40859 -151.93067  0.003109821       RSS
## 731    0.28248225  0.498034414 -44.11702 -126.88473  0.013437049       RSS
## 831   -4.78478112 -0.154577987 -49.42230 -159.08618 -0.022557666       RSS
## 251   -9.59865640 -0.149630196 -46.13460 -141.52204  0.008680083       RSS
## 761   -2.85083558  0.168556341 -40.37318 -110.11886  0.061997959       RSS
## 111   -7.38717775 -0.051167335 -35.60230  -93.23090  0.122367528       RSS
## 291    0.55244429  0.228678296 -77.49863 -512.33241 -0.335461863       RSS
## 571    0.46432748  0.520682868 -61.10059 -250.62587 -0.191133939       RSS
## 661   -6.97522634 -0.136891712 -51.35734 -181.82559 -0.041615682       RSS
## 451   -1.44097291  0.230700404 -54.29157 -191.92088 -0.150069117       RSS
## 231   -4.38673511  0.095657502 -51.58498 -177.42448 -0.049009815       RSS
## 331   -8.35123324 -0.121790567 -56.13746 -216.14011 -0.085232973       RSS
## 341   -9.06049255 -0.210093179 -58.30650 -231.03410 -0.117776916       RSS
## 981   -2.22890459  0.111772904 -68.57214 -343.44223 -0.244188459       RSS
## 841    0.83825640  0.637836193 -67.35925 -324.02455 -0.195759866       RSS
## 161    0.70976490  0.452147450 -78.82718 -545.09167 -0.330593467       RSS
## 591   -0.66030018  0.196966139 -68.71283 -345.32735 -0.233425058       RSS
## 410   -2.66225874  0.143120261 -66.38677 -313.05174 -0.212897996       RSS
## 211   -7.98763271 -0.128370625 -65.12313 -298.88068 -0.213071178       RSS
## 411   -6.37571963  0.021889710 -57.87227 -221.92218 -0.144620294       RSS
## 531    0.80713853  0.588191393 -79.42871 -563.92927 -0.342071996       RSS
## 691   -1.76639339  0.302010842 -50.88403 -167.79128 -0.058008363       RSS
## 741  -11.88611677 -0.198596900 -47.81791 -150.06511 -0.005882322       RSS
## 901    0.20780239  0.575746361 -49.23011 -156.60388 -0.034924153       RSS
## 361  -13.04123268 -0.234451739 -59.36256 -237.07771 -0.146195254       RSS
## 281   -1.79599449  0.377625747 -62.77190 -267.45511 -0.179321814       RSS
## 861   -1.40697154  0.308298899 -73.75379 -428.75762 -0.305349879       RSS
## 931   -3.51294708  0.400386236 -57.28988 -215.70120 -0.131619665       RSS
## 110   -7.02798908  0.046183805 -53.53448 -186.68153 -0.072583545       RSS
## 471    0.41564553  0.244327540 -73.26850 -417.49015 -0.304593532       RSS
## 721    0.58974243  0.371113473 -67.62740 -327.71184 -0.231215281       RSS
##       weightedcal
## 121   0.134167574
## 610   0.121137762
## 511   0.116083905
## 961   0.110696011
## 631   0.109197933
## 501   0.102594587
## 611   0.077784793
## 651   0.072931083
## 131   0.061385155
## 791   0.053753563
## 311   0.052450089
## 891   0.050503339
## 431   0.049575232
## 821   0.047512417
## 671   0.043039018
## 871   0.041467957
## 210   0.040980540
## 711   0.040336673
## 301   0.039306895
## 921   0.035724100
## 391   0.026182657
## 371   0.023705568
## 641   0.017692994
## 851   0.017056289
## 601   0.011468980
## 621   0.011350737
## 321   0.010215600
## 681   0.009116528
## 191   0.007584184
## 521   0.007299063
## 221   0.001547597
## 461  -0.001825626
## 810  -0.005636223
## 181  -0.006555426
## 971  -0.010483911
## 541  -0.011043478
## 911  -0.011967498
## 421  -0.012523033
## 310  -0.014675700
## 271  -0.016919156
## 991  -0.019786635
## 351  -0.020554578
## 751  -0.020587604
## 141  -0.021308120
## 171  -0.022555006
## 1001 -0.023856505
## 881  -0.024274638
## 551  -0.026161455
## 201  -0.027077280
## 910  -0.030272747
## 261  -0.033336471
## 101  -0.033973082
## 481  -0.035861892
## 941  -0.036606242
## 951  -0.036707182
## 781  -0.037647769
## 581  -0.039067698
## 561  -0.040303748
## 710  -0.040478943
## 510  -0.041745278
## 151  -0.045374572
## 701  -0.047111023
## 241  -0.049001814
## 381  -0.049011890
## 771  -0.052024369
## 811  -0.052214348
## 801  -0.055866554
## 491  -0.058704485
## 401  -0.060290245
## 441  -0.062933816
## 731  -0.076938613
## 831  -0.080940246
## 251  -0.085722510
## 761  -0.090660890
## 111  -0.093146886
## 291  -0.093749525
## 571  -0.106277341
## 661  -0.111685420
## 451  -0.113669364
## 231  -0.113954682
## 331  -0.115651368
## 341  -0.116240145
## 981  -0.118934879
## 841  -0.123844314
## 161  -0.133757833
## 591  -0.138416534
## 410  -0.171879272
## 211  -0.175384378
## 411  -0.176159738
## 531  -0.183673413
## 691  -0.190477134
## 741  -0.194355649
## 901  -0.205546262
## 361  -0.226007997
## 281  -0.244056395
## 861  -0.285274316
## 931  -0.287332711
## 110  -0.438952809
## 471  -0.578968395
## 721  -0.672332303

RSS - prepare to run model n times for patch 1 - only for validation time series

setwd(system.file("extdata/", package = "RHESSysIOinR"))
getwd()

## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"

validationruns <- 100

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32.world.Y2018M11D1H1.state.Y2018M11D1H1.state",
  world_hdr_prefix = "CWWS32",
  flowtable = "CWWS32.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valrss1",
commandline_options = c(""))

input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

RSS - Run RHESSYs

setwd(system.file("extdata/", package = "RHESSysIOinR"))

n.cores <- parallel::detectCores() - 4  
  
my.cluster <- parallel::makeCluster(
    n.cores, 
    type = "PSOCK"
  )
doParallel::registerDoParallel(cl = my.cluster)

start_time = Sys.time()
  
  foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
    
    stdpars<- IOin_cmd_pars(m = toprss[i,]$m,
                            k = toprss[i,]$k,
                            soil_dep= toprss[i,]$soil_dep,
                            m_v = toprss[i,]$m_v,
                            k_v = toprss[i,]$k_v,
                            gw1 = toprss[i,]$gw1,
                            gw2 = toprss[i,]$gw2,
                            pa = toprss[i,]$pa,
                            po = toprss[i,]$po,
                            vgseng1 = toprss[i,]$vgseng1,
                            vgseng2 = toprss[i,]$vgseng2,
                            vgseng3 = toprss[i,]$vgseng3)
    
    run_rhessys_single(input_rhessys = input_rhessys,
                       hdr_files = input_hdr,
                       tec_data = input_tec_data,
                       cmd_pars = stdpars,
                       output_filter = c(patchfilterpatch1,patchfilterpatch2,patchfilterpatch3),
                       runID = i)
  } 

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  end_time = Sys.time()
  end_time - start_time

## Time difference of 35.46017 mins

##prepare data RSS - prepare site specific soil moisture datasets, make sure that each patch looks at this Site 2 at 60cm A was removed from the averaging because of no data

#Prepare observed Soil moisture data
obsws32smvalclean<- data.frame(obsws32smval$Date,obsws32smval$mergedsoilmoisture)
names(obsws32smvalclean)<- c('Date','mergedsoilmoisture')

obsws32smvalclean

##           Date mergedsoilmoisture
## 1   2017-12-17          0.1812803
## 2   2017-12-18          0.1813529
## 3   2017-12-19          0.1786329
## 4   2017-12-20          0.2045600
## 5   2017-12-21          0.2121985
## 6   2017-12-22          0.2034018
## 7   2017-12-23          0.2159135
## 8   2017-12-24          0.2180366
## 9   2017-12-25          0.2051297
## 10  2017-12-26          0.1967778
## 11  2017-12-27          0.1907229
## 12  2017-12-28          0.1860186
## 13  2017-12-29          0.1822263
## 14  2017-12-30          0.1789890
## 15  2017-12-31          0.1760297
## 16  2018-01-01          0.1730221
## 17  2018-01-02          0.1699094
## 18  2018-01-03          0.1674965
## 19  2018-01-04          0.1650735
## 20  2018-01-05          0.1623993
## 21  2018-01-06          0.1599766
## 22  2018-01-07          0.1576960
## 23  2018-01-08          0.1568914
## 24  2018-01-09          0.1574485
## 25  2018-01-10          0.1592184
## 26  2018-01-11          0.2106263
## 27  2018-01-12          0.2585713
## 28  2018-01-13          0.2298163
## 29  2018-01-14          0.2101749
## 30  2018-01-15          0.2000193
## 31  2018-01-16          0.1934378
## 32  2018-01-17          0.1884672
## 33  2018-01-18          0.1847465
## 34  2018-01-19          0.1827311
## 35  2018-01-20          0.1806938
## 36  2018-01-21          0.1788930
## 37  2018-01-22          0.1816379
## 38  2018-01-23          0.2099719
## 39  2018-01-24          0.2042055
## 40  2018-01-25          0.1978362
## 41  2018-01-26          0.1925960
## 42  2018-01-27          0.1913684
## 43  2018-01-28          0.2227986
## 44  2018-01-29          0.2251622
## 45  2018-01-30          0.2114195
## 46  2018-01-31          0.2024122
## 47  2018-02-01          0.1966335
## 48  2018-02-02          0.1958087
## 49  2018-02-03          0.1918223
## 50  2018-02-04          0.2215597
## 51  2018-02-05          0.2242181
## 52  2018-02-06          0.2119706
## 53  2018-02-07          0.2403602
## 54  2018-02-08          0.2277506
## 55  2018-02-09          0.2117093
## 56  2018-02-10          0.2263567
## 57  2018-02-11          0.2594152
## 58  2018-02-12          0.2177703
## 59  2018-02-13          0.2526821
## 60  2018-02-14          0.2187074
## 61  2018-02-15          0.2141866
## 62  2018-02-16          0.2078769
## 63  2018-02-17          0.2023741
## 64  2018-02-18          0.2103213
## 65  2018-02-19          0.2066506
## 66  2018-02-20          0.2011578
## 67  2018-02-21          0.2304523
## 68  2018-02-22          0.2259672
## 69  2018-02-23          0.2114646
## 70  2018-02-24          0.2029441
## 71  2018-02-25          0.2018564
## 72  2018-02-26          0.2042301
## 73  2018-02-27          0.1995574
## 74  2018-02-28          0.2057860
## 75  2018-03-01          0.2489119
## 76  2018-03-02          0.2292061
## 77  2018-03-03          0.2128520
## 78  2018-03-04          0.2033614
## 79  2018-03-05          0.1965865
## 80  2018-03-06          0.2052393
## 81  2018-03-07          0.2119353
## 82  2018-03-08          0.2067156
## 83  2018-03-09          0.2004845
## 84  2018-03-10          0.1957295
## 85  2018-03-11          0.1919861
## 86  2018-03-12          0.2025691
## 87  2018-03-13          0.2017443
## 88  2018-03-14          0.1974754
## 89  2018-03-15          0.1936638
## 90  2018-03-16          0.1900477
## 91  2018-03-17          0.1877393
## 92  2018-03-18          0.1905354
## 93  2018-03-19          0.1901329
## 94  2018-03-20          0.2072206
## 95  2018-03-21          0.2128883
## 96  2018-03-22          0.2075410
## 97  2018-03-23          0.2024549
## 98  2018-03-24          0.1993210
## 99  2018-03-25          0.2166313
## 100 2018-03-26          0.2121376
## 101 2018-03-27          0.2056414
## 102 2018-03-28          0.2002648
## 103 2018-03-29          0.2006057
## 104 2018-03-30          0.2255177
## 105 2018-03-31          0.2150303
## 106 2018-04-01          0.2069646
## 107 2018-04-02          0.2005587
## 108 2018-04-03          0.1953756
## 109 2018-04-04          0.1962923
## 110 2018-04-05          0.1934653
## 111 2018-04-06          0.1907393
## 112 2018-04-07          0.2162749
## 113 2018-04-08          0.2142361
## 114 2018-04-09          0.2083649
## 115 2018-04-10          0.2035641
## 116 2018-04-11          0.1985177
## 117 2018-04-12          0.1938879
## 118 2018-04-13          0.1897607
## 119 2018-04-14          0.1861888
## 120 2018-04-15          0.2267652
## 121 2018-04-16          0.2352825
## 122 2018-04-17          0.2187042
## 123 2018-04-18          0.2088741
## 124 2018-04-19          0.2016534
## 125 2018-04-20          0.1961351
## 126 2018-04-21          0.1915013
## 127 2018-04-22          0.1883138
## 128 2018-04-23          0.2570006
## 129 2018-04-24          0.2662503
## 130 2018-04-25          0.2356152
## 131 2018-04-26          0.2246237
## 132 2018-04-27          0.2251174
## 133 2018-04-28          0.2142165
## 134 2018-04-29          0.2061856
## 135 2018-04-30          0.1998873
## 136 2018-05-01          0.1946701
## 137 2018-05-02          0.1905331
## 138 2018-05-03          0.1862787
## 139 2018-05-04          0.1821768
## 140 2018-05-05          0.1787459
## 141 2018-05-06          0.1771430
## 142 2018-05-07          0.1816304
## 143 2018-05-08          0.1969321
## 144 2018-05-09          0.1949738
## 145 2018-05-10          0.1898592
## 146 2018-05-11          0.1844252
## 147 2018-05-12          0.1788747
## 148 2018-05-13          0.1733239
## 149 2018-05-14          0.1679975
## 150 2018-05-15          0.1646196

obsws32smvalclean$Site3<- rowMeans(subset(obsws32smval, select = c(smois30site3a,smois60site3a,smois30site3b,smois60site3b), na.rm = TRUE))
obsws32smvalclean$Site2<- rowMeans(subset(obsws32smval, select = c(smois30site2a,smois30site2b,smois60site2b), na.rm = TRUE))
obsws32smvalclean$Site1<- rowMeans(subset(obsws32smval, select = c(smois30site1a,smois60site1a,smois30site1b,smois60site1b), na.rm = TRUE))

obsws32smvalclean

##           Date mergedsoilmoisture     Site3     Site2     Site1
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897188
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696

plot(obsws32smvalclean$Date,obsws32smvalclean$Site3, type = "l", main = "SITE 3 Averaged Sensor Output")

obsws32smvalclean$Site3

##   [1] 0.2184210 0.2184097 0.2147977 0.2352214 0.2435130 0.2369948 0.2474115
##   [8] 0.2508741 0.2392457 0.2311780 0.2253247 0.2206840 0.2169158 0.2136771
##  [15] 0.2104852 0.2068863 0.2026606 0.1998021 0.1969184 0.1935668 0.1904905
##  [22] 0.1877726 0.1872422 0.1894384 0.1939688 0.2476406 0.3023993 0.2697049
##  [29] 0.2461050 0.2340321 0.2271962 0.2222873 0.2177543 0.2160347 0.2148377
##  [36] 0.2141354 0.2176727 0.2426632 0.2377882 0.2319010 0.2267535 0.2261970
##  [43] 0.2548967 0.2590182 0.2458255 0.2366563 0.2307604 0.2303811 0.2255894
##  [50] 0.2586415 0.2588863 0.2460191 0.2747222 0.2657526 0.2479861 0.2620903
##  [57]        NA        NA 0.3420382 0.2685182 0.2565538 0.2455486 0.2391111
##  [64] 0.2463655 0.2421328 0.2357995 0.2652378 0.2614158 0.2466120 0.2381710
##  [71] 0.2393038 0.2415321 0.2352457 0.2428750 0.2840321 0.2686840 0.2514045
##  [78] 0.2409384 0.2332422 0.2435052 0.2464280 0.2389826 0.2327387 0.2281016
##  [85] 0.2243811 0.2368247 0.2339063 0.2298194 0.2264358 0.2228429 0.2206745
##  [92] 0.2259635 0.2256233 0.2431823 0.2453212 0.2405356 0.2355833 0.2326936
##  [99] 0.2498394 0.2440990 0.2378082 0.2323446 0.2330764 0.2530920 0.2447335
## [106] 0.2373377 0.2311814 0.2262899 0.2295095 0.2269696 0.2251259 0.2500877
## [113] 0.2459740 0.2414036 0.2366189 0.2312960 0.2266094 0.2225330 0.2190686
## [120] 0.2573394 0.2709479 0.2539436 0.2433733 0.2354809 0.2297092 0.2250877
## [127] 0.2221033 0.2928273 0.3156189 0.2778342 0.2655755 0.2625469 0.2513707
## [134] 0.2437292 0.2375208 0.2322135 0.2286172 0.2238941 0.2190781 0.2156814
## [141] 0.2143819 0.2184427 0.2361970 0.2357708 0.2300799 0.2234852 0.2176962
## [148] 0.2124896 0.2079583 0.2067674

{plot(obsws32smvalclean$Date,obsws32smvalclean$mergedsoilmoisture, type = "l", main = "All site averaged sensor output", lty = 3, lwd = 2, ylim = c(0.10,0.35))
lines(obsws32smvalclean$Date,obsws32smvalclean$Site1, col = 'BLUE')
lines(obsws32smvalclean$Date,obsws32smvalclean$Site2, col = 'RED')
lines(obsws32smvalclean$Date,obsws32smvalclean$Site3, col = 'GREEN')}

# must modify vwc calculation to use * instead of / RSS - read 20 runs, create table and append to table for site 1

# Read in RHESSys Validation runs

setwd(system.file("extdata/", package = "RHESSysIOinR"))


#create rootzonevwc column
for(i in 1:validationruns) { 
  temp_dataset<- read.csv(paste0("outputfilter/valws32patch1_",i,".csv"))
  temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
  temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat 
  assign(paste0("cwws32valrss1_run",i),temp_dataset)
}

##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss1_run",i))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


valmergesm1

##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897188  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1         1    112 136557  136557   0.415468               0.122944
## 2         1    112 136557  136557   0.420827               0.122944
## 3         1    112 136557  136557   0.357683               0.122944
## 4         1    112 136557  136557   0.503929               0.122944
## 5         1    112 136557  136557   0.360257               0.122944
## 6         1    112 136557  136557   0.403001               0.122944
## 7         1    112 136557  136557   0.510782               0.122944
## 8         1    112 136557  136557   0.358070               0.122944
## 9         1    112 136557  136557   0.325261               0.122944
## 10        1    112 136557  136557   0.303021               0.122944
## 11        1    112 136557  136557   0.286324               0.122944
## 12        1    112 136557  136557   0.273052               0.122944
## 13        1    112 136557  136557   0.262101               0.122944
## 14        1    112 136557  136557   0.252824               0.122944
## 15        1    112 136557  136557   0.244808               0.122944
## 16        1    112 136557  136557   0.237774               0.122944
## 17        1    112 136557  136557   0.231524               0.122944
## 18        1    112 136557  136557   0.225915               0.122944
## 19        1    112 136557  136557   0.220838               0.122944
## 20        1    112 136557  136557   0.216208               0.122944
## 21        1    112 136557  136557   0.211960               0.122944
## 22        1    112 136557  136557   0.208042               0.122944
## 23        1    112 136557  136557   0.216849               0.122944
## 24        1    112 136557  136557   0.212554               0.122944
## 25        1    112 136557  136557   0.235740               0.122944
## 26        1    112 136557  136557   0.446701               0.122944
## 27        1    112 136557  136557   0.446701               0.122944
## 28        1    112 136557  136557   0.366924               0.122944
## 29        1    112 136557  136557   0.330913               0.122944
## 30        1    112 136557  136557   0.307199               0.122944
## 31        1    112 136557  136557   0.312191               0.122944
## 32        1    112 136557  136557   0.293458               0.122944
## 33        1    112 136557  136557   0.278874               0.122944
## 34        1    112 136557  136557   0.267009               0.122944
## 35        1    112 136557  136557   0.257059               0.122944
## 36        1    112 136557  136557   0.248528               0.122944
## 37        1    112 136557  136557   0.446701               0.122944
## 38        1    112 136557  136557   0.446701               0.122944
## 39        1    112 136557  136557   0.367062               0.122944
## 40        1    112 136557  136557   0.331061               0.122944
## 41        1    112 136557  136557   0.307348               0.122944
## 42        1    112 136557  136557   0.412607               0.122944
## 43        1    112 136557  136557   0.487171               0.122944
## 44        1    112 136557  136557   0.364997               0.122944
## 45        1    112 136557  136557   0.329841               0.122944
## 46        1    112 136557  136557   0.306501               0.122944
## 47        1    112 136557  136557   0.329597               0.122944
## 48        1    112 136557  136557   0.306336               0.122944
## 49        1    112 136557  136557   0.289036               0.122944
## 50        1    112 136557  136557   0.509261               0.122944
## 51        1    112 136557  136557   0.359955               0.122944
## 52        1    112 136557  136557   0.374121               0.122944
## 53        1    112 136557  136557   0.446701               0.122944
## 54        1    112 136557  136557   0.367281               0.122944
## 55        1    112 136557  136557   0.331290               0.122944
## 56        1    112 136557  136557   0.446701               0.122944
## 57        1    112 136557  136557   0.446701               0.122944
## 58        1    112 136557  136557   0.503496               0.122944
## 59        1    112 136557  136557   0.494842               0.122944
## 60        1    112 136557  136557   0.363819               0.122944
## 61        1    112 136557  136557   0.422638               0.122944
## 62        1    112 136557  136557   0.359025               0.122944
## 63        1    112 136557  136557   0.448799               0.122944
## 64        1    112 136557  136557   0.459854               0.122944
## 65        1    112 136557  136557   0.460661               0.122944
## 66        1    112 136557  136557   0.467166               0.122944
## 67        1    112 136557  136557   0.446701               0.122944
## 68        1    112 136557  136557   0.366964               0.122944
## 69        1    112 136557  136557   0.330935               0.122944
## 70        1    112 136557  136557   0.332597               0.122944
## 71        1    112 136557  136557   0.405829               0.122944
## 72        1    112 136557  136557   0.434408               0.122944
## 73        1    112 136557  136557   0.363044               0.122944
## 74        1    112 136557  136557   0.503927               0.122944
## 75        1    112 136557  136557   0.446701               0.122944
## 76        1    112 136557  136557   0.366742               0.122944
## 77        1    112 136557  136557   0.330700               0.122944
## 78        1    112 136557  136557   0.306968               0.122944
## 79        1    112 136557  136557   0.289399               0.122944
## 80        1    112 136557  136557   0.425023               0.122944
## 81        1    112 136557  136557   0.433920               0.122944
## 82        1    112 136557  136557   0.362661               0.122944
## 83        1    112 136557  136557   0.328147               0.122944
## 84        1    112 136557  136557   0.305107               0.122944
## 85        1    112 136557  136557   0.326417               0.122944
## 86        1    112 136557  136557   0.408547               0.122944
## 87        1    112 136557  136557   0.406058               0.122944
## 88        1    112 136557  136557   0.404239               0.122944
## 89        1    112 136557  136557   0.400383               0.122944
## 90        1    112 136557  136557   0.396947               0.122944
## 91        1    112 136557  136557   0.452282               0.122944
## 92        1    112 136557  136557   0.444177               0.122944
## 93        1    112 136557  136557   0.510872               0.122944
## 94        1    112 136557  136557   0.510800               0.122944
## 95        1    112 136557  136557   0.485638               0.122944
## 96        1    112 136557  136557   0.466214               0.122944
## 97        1    112 136557  136557   0.451881               0.122944
## 98        1    112 136557  136557   0.509578               0.122944
## 99        1    112 136557  136557   0.507582               0.122944
## 100       1    112 136557  136557   0.479776               0.122944
## 101       1    112 136557  136557   0.462320               0.122944
## 102       1    112 136557  136557   0.448581               0.122944
## 103       1    112 136557  136557   0.462855               0.122944
## 104       1    112 136557  136557   0.449118               0.122944
## 105       1    112 136557  136557   0.442886               0.122944
## 106       1    112 136557  136557   0.438663               0.122944
## 107       1    112 136557  136557   0.434578               0.122944
## 108       1    112 136557  136557   0.431314               0.122944
## 109       1    112 136557  136557   0.464785               0.122944
## 110       1    112 136557  136557   0.449821               0.122944
## 111       1    112 136557  136557   0.482259               0.122944
## 112       1    112 136557  136557   0.481876               0.122944
## 113       1    112 136557  136557   0.463295               0.122944
## 114       1    112 136557  136557   0.468924               0.122944
## 115       1    112 136557  136557   0.453890               0.122944
## 116       1    112 136557  136557   0.445659               0.122944
## 117       1    112 136557  136557   0.441362               0.122944
## 118       1    112 136557  136557   0.437719               0.122944
## 119       1    112 136557  136557   0.434909               0.122944
## 120       1    112 136557  136557   0.446701               0.122944
## 121       1    112 136557  136557   0.445320               0.122944
## 122       1    112 136557  136557   0.439738               0.122944
## 123       1    112 136557  136557   0.434023               0.122944
## 124       1    112 136557  136557   0.429895               0.122944
## 125       1    112 136557  136557   0.424629               0.122944
## 126       1    112 136557  136557   0.420955               0.122944
## 127       1    112 136557  136557   0.452968               0.122944
## 128       1    112 136557  136557   0.446701               0.122944
## 129       1    112 136557  136557   0.480061               0.122944
## 130       1    112 136557  136557   0.462458               0.122944
## 131       1    112 136557  136557   0.509312               0.122944
## 132       1    112 136557  136557   0.479315               0.122944
## 133       1    112 136557  136557   0.460523               0.122944
## 134       1    112 136557  136557   0.446701               0.122944
## 135       1    112 136557  136557   0.441456               0.122944
## 136       1    112 136557  136557   0.435977               0.122944
## 137       1    112 136557  136557   0.431212               0.122944
## 138       1    112 136557  136557   0.426151               0.122944
## 139       1    112 136557  136557   0.420767               0.122944
## 140       1    112 136557  136557   0.417290               0.122944
## 141       1    112 136557  136557   0.434367               0.122944
## 142       1    112 136557  136557   0.510899               0.122944
## 143       1    112 136557  136557   0.502654               0.122944
## 144       1    112 136557  136557   0.478931               0.122944
## 145       1    112 136557  136557   0.465304               0.122944
## 146       1    112 136557  136557   0.446701               0.122944
## 147       1    112 136557  136557   0.435668               0.122944
## 148       1    112 136557  136557   0.423969               0.122944
## 149       1    112 136557  136557   0.412251               0.122944
## 150       1    112 136557  136557   0.475485               0.122944
##     rootzone.field_capacity rz_storage rootzonevwc
## 1                  0.054919   0.051079  0.05107930
## 2                  0.054919   0.051738  0.05173815
## 3                  0.054919   0.043975  0.04397498
## 4                  0.054919   0.061955  0.06195505
## 5                  0.054919   0.044291  0.04429144
## 6                  0.054919   0.049546  0.04954655
## 7                  0.054919   0.062797  0.06279758
## 8                  0.054919   0.044022  0.04402256
## 9                  0.054919   0.039989  0.03998889
## 10                 0.054919   0.037254  0.03725461
## 11                 0.054919   0.035202  0.03520182
## 12                 0.054919   0.033570  0.03357011
## 13                 0.054919   0.032224  0.03222375
## 14                 0.054919   0.031083  0.03108319
## 15                 0.054919   0.030098  0.03009767
## 16                 0.054919   0.029233  0.02923289
## 17                 0.054919   0.028464  0.02846449
## 18                 0.054919   0.027775  0.02777489
## 19                 0.054919   0.027151  0.02715071
## 20                 0.054919   0.026581  0.02658148
## 21                 0.054919   0.026059  0.02605921
## 22                 0.054919   0.025577  0.02557752
## 23                 0.054919   0.026660  0.02666028
## 24                 0.054919   0.026132  0.02613224
## 25                 0.054919   0.028983  0.02898282
## 26                 0.054919   0.054919  0.05491921
## 27                 0.054919   0.054919  0.05491921
## 28                 0.054919   0.045111  0.04511110
## 29                 0.054919   0.040684  0.04068377
## 30                 0.054919   0.037768  0.03776827
## 31                 0.054919   0.038382  0.03838201
## 32                 0.054919   0.036079  0.03607890
## 33                 0.054919   0.034286  0.03428589
## 34                 0.054919   0.032827  0.03282715
## 35                 0.054919   0.031604  0.03160386
## 36                 0.054919   0.030555  0.03055503
## 37                 0.054919   0.054919  0.05491921
## 38                 0.054919   0.054919  0.05491921
## 39                 0.054919   0.045128  0.04512807
## 40                 0.054919   0.040702  0.04070196
## 41                 0.054919   0.037786  0.03778659
## 42                 0.054919   0.050727  0.05072756
## 43                 0.054919   0.059895  0.05989475
## 44                 0.054919   0.044874  0.04487419
## 45                 0.054919   0.040552  0.04055197
## 46                 0.054919   0.037682  0.03768246
## 47                 0.054919   0.040522  0.04052197
## 48                 0.054919   0.037662  0.03766217
## 49                 0.054919   0.035535  0.03553524
## 50                 0.054919   0.062610  0.06261058
## 51                 0.054919   0.044254  0.04425431
## 52                 0.054919   0.045996  0.04599593
## 53                 0.054919   0.054919  0.05491921
## 54                 0.054919   0.045155  0.04515500
## 55                 0.054919   0.040730  0.04073012
## 56                 0.054919   0.054919  0.05491921
## 57                 0.054919   0.054919  0.05491921
## 58                 0.054919   0.061902  0.06190181
## 59                 0.054919   0.060838  0.06083785
## 60                 0.054919   0.044729  0.04472936
## 61                 0.054919   0.051961  0.05196081
## 62                 0.054919   0.044140  0.04413997
## 63                 0.054919   0.055177  0.05517714
## 64                 0.054919   0.056536  0.05653629
## 65                 0.054919   0.056635  0.05663551
## 66                 0.054919   0.057435  0.05743526
## 67                 0.054919   0.054919  0.05491921
## 68                 0.054919   0.045116  0.04511602
## 69                 0.054919   0.040686  0.04068647
## 70                 0.054919   0.040891  0.04089081
## 71                 0.054919   0.049894  0.04989424
## 72                 0.054919   0.053408  0.05340786
## 73                 0.054919   0.044634  0.04463408
## 74                 0.054919   0.061955  0.06195480
## 75                 0.054919   0.054919  0.05491921
## 76                 0.054919   0.045089  0.04508873
## 77                 0.054919   0.040657  0.04065758
## 78                 0.054919   0.037740  0.03773987
## 79                 0.054919   0.035580  0.03557987
## 80                 0.054919   0.052254  0.05225403
## 81                 0.054919   0.053348  0.05334786
## 82                 0.054919   0.044587  0.04458699
## 83                 0.054919   0.040344  0.04034370
## 84                 0.054919   0.037511  0.03751108
## 85                 0.054919   0.040131  0.04013101
## 86                 0.054919   0.050228  0.05022840
## 87                 0.054919   0.049922  0.04992239
## 88                 0.054919   0.049699  0.04969876
## 89                 0.054919   0.049224  0.04922469
## 90                 0.054919   0.048802  0.04880225
## 91                 0.054919   0.055605  0.05560536
## 92                 0.054919   0.054609  0.05460890
## 93                 0.054919   0.062808  0.06280865
## 94                 0.054919   0.062800  0.06279980
## 95                 0.054919   0.059706  0.05970628
## 96                 0.054919   0.057318  0.05731821
## 97                 0.054919   0.055556  0.05555606
## 98                 0.054919   0.062649  0.06264956
## 99                 0.054919   0.062404  0.06240416
## 100                0.054919   0.058985  0.05898558
## 101                0.054919   0.056839  0.05683947
## 102                0.054919   0.055150  0.05515034
## 103                0.054919   0.056905  0.05690525
## 104                0.054919   0.055216  0.05521636
## 105                0.054919   0.054450  0.05445018
## 106                0.054919   0.053931  0.05393098
## 107                0.054919   0.053428  0.05342876
## 108                0.054919   0.053027  0.05302747
## 109                0.054919   0.057142  0.05714253
## 110                0.054919   0.055303  0.05530279
## 111                0.054919   0.059291  0.05929085
## 112                0.054919   0.059244  0.05924376
## 113                0.054919   0.056959  0.05695934
## 114                0.054919   0.057651  0.05765139
## 115                0.054919   0.055803  0.05580305
## 116                0.054919   0.054791  0.05479110
## 117                0.054919   0.054263  0.05426281
## 118                0.054919   0.053815  0.05381492
## 119                0.054919   0.053469  0.05346945
## 120                0.054919   0.054919  0.05491921
## 121                0.054919   0.054749  0.05474942
## 122                0.054919   0.054063  0.05406315
## 123                0.054919   0.053360  0.05336052
## 124                0.054919   0.052853  0.05285301
## 125                0.054919   0.052205  0.05220559
## 126                0.054919   0.051754  0.05175389
## 127                0.054919   0.055690  0.05568970
## 128                0.054919   0.054919  0.05491921
## 129                0.054919   0.059020  0.05902062
## 130                0.054919   0.056856  0.05685644
## 131                0.054919   0.062617  0.06261685
## 132                0.054919   0.058929  0.05892890
## 133                0.054919   0.056618  0.05661854
## 134                0.054919   0.054919  0.05491921
## 135                0.054919   0.054274  0.05427437
## 136                0.054919   0.053601  0.05360076
## 137                0.054919   0.053015  0.05301493
## 138                0.054919   0.052392  0.05239271
## 139                0.054919   0.051731  0.05173078
## 140                0.054919   0.051303  0.05130330
## 141                0.054919   0.053403  0.05340282
## 142                0.054919   0.062812  0.06281197
## 143                0.054919   0.061798  0.06179829
## 144                0.054919   0.058881  0.05888169
## 145                0.054919   0.057206  0.05720633
## 146                0.054919   0.054919  0.05491921
## 147                0.054919   0.053563  0.05356277
## 148                0.054919   0.052124  0.05212444
## 149                0.054919   0.050684  0.05068379
## 150                0.054919   0.058458  0.05845803

validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
  validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite1

## [[1]]
## [1] -0.01484606
## 
## [[2]]
## [1] -0.001148483
## 
## [[3]]
## [1] -0.0470103
## 
## [[4]]
## [1] -0.001157274
## 
## [[5]]
## [1] -0.008636751
## 
## [[6]]
## [1] 0.005989771
## 
## [[7]]
## [1] -0.02571442
## 
## [[8]]
## [1] -0.06711201
## 
## [[9]]
## [1] -0.01840532
## 
## [[10]]
## [1] -0.07495164
## 
## [[11]]
## [1] -0.06527117
## 
## [[12]]
## [1] 0.001583939
## 
## [[13]]
## [1] -0.1177189
## 
## [[14]]
## [1] -0.08710189
## 
## [[15]]
## [1] -0.02669286
## 
## [[16]]
## [1] -0.04347748
## 
## [[17]]
## [1] -0.09717491
## 
## [[18]]
## [1] -0.006271395
## 
## [[19]]
## [1] -0.07325936
## 
## [[20]]
## [1] -0.0634458
## 
## [[21]]
## [1] -0.05648549
## 
## [[22]]
## [1] -0.170134
## 
## [[23]]
## [1] -0.1944063
## 
## [[24]]
## [1] -0.09089716
## 
## [[25]]
## [1] -0.09673906
## 
## [[26]]
## [1] -0.08256837
## 
## [[27]]
## [1] -0.1094994
## 
## [[28]]
## [1] -0.1221707
## 
## [[29]]
## [1] -0.1166196
## 
## [[30]]
## [1] -0.134275
## 
## [[31]]
## [1] -0.2113722
## 
## [[32]]
## [1] -0.04280956
## 
## [[33]]
## [1] -0.06059303
## 
## [[34]]
## [1] -0.1538342
## 
## [[35]]
## [1] -0.09946214
## 
## [[36]]
## [1] -0.2125966
## 
## [[37]]
## [1] -0.169139
## 
## [[38]]
## [1] -0.114692
## 
## [[39]]
## [1] -0.2172895
## 
## [[40]]
## [1] -0.1688159
## 
## [[41]]
## [1] -0.1499535
## 
## [[42]]
## [1] -0.3315739
## 
## [[43]]
## [1] -0.1807295
## 
## [[44]]
## [1] -0.2708107
## 
## [[45]]
## [1] -0.105857
## 
## [[46]]
## [1] -0.2509037
## 
## [[47]]
## [1] -0.1692785
## 
## [[48]]
## [1] -0.1599263
## 
## [[49]]
## [1] -0.05128009
## 
## [[50]]
## [1] -0.1846133
## 
## [[51]]
## [1] -0.03766407
## 
## [[52]]
## [1] -0.1679844
## 
## [[53]]
## [1] -0.07639461
## 
## [[54]]
## [1] -0.305591
## 
## [[55]]
## [1] -0.04665626
## 
## [[56]]
## [1] 0.0005678582
## 
## [[57]]
## [1] -0.06964319
## 
## [[58]]
## [1] -0.185213
## 
## [[59]]
## [1] -0.1866418
## 
## [[60]]
## [1] -0.09660299
## 
## [[61]]
## [1] -0.05157242
## 
## [[62]]
## [1] -0.181663
## 
## [[63]]
## [1] -0.111771
## 
## [[64]]
## [1] -0.08260897
## 
## [[65]]
## [1] -0.04831633
## 
## [[66]]
## [1] -0.1686076
## 
## [[67]]
## [1] 0.0154741
## 
## [[68]]
## [1] -0.2517505
## 
## [[69]]
## [1] -0.1247292
## 
## [[70]]
## [1] -0.06944991
## 
## [[71]]
## [1] -0.1145306
## 
## [[72]]
## [1] -0.1072606
## 
## [[73]]
## [1] -0.1042551
## 
## [[74]]
## [1] -0.01883943
## 
## [[75]]
## [1] -0.04346919
## 
## [[76]]
## [1] -0.318094
## 
## [[77]]
## [1] -0.1648099
## 
## [[78]]
## [1] -0.1189501
## 
## [[79]]
## [1] -0.1592605
## 
## [[80]]
## [1] -0.09280213
## 
## [[81]]
## [1] -0.1250372
## 
## [[82]]
## [1] -0.1591639
## 
## [[83]]
## [1] -0.2621097
## 
## [[84]]
## [1] -0.3267514
## 
## [[85]]
## [1] -0.4356883
## 
## [[86]]
## [1] -0.1981507
## 
## [[87]]
## [1] -0.1568463
## 
## [[88]]
## [1] -0.2536639
## 
## [[89]]
## [1] -0.1727286
## 
## [[90]]
## [1] -0.3612061
## 
## [[91]]
## [1] -0.05534701
## 
## [[92]]
## [1] -0.09872171
## 
## [[93]]
## [1] -0.0937407
## 
## [[94]]
## [1] -0.2111709
## 
## [[95]]
## [1] -0.1647807
## 
## [[96]]
## [1] -0.2356949
## 
## [[97]]
## [1] -0.1160222
## 
## [[98]]
## [1] -0.1293625
## 
## [[99]]
## [1] -0.3251603
## 
## [[100]]
## [1] -0.2469331

RSS - Explore Site 1

'Exploring Site 1 RSS'

## [1] "Exploring Site 1 RSS"

cwws32valrss1_run1

##     day month year basinID hillID zoneID patchID rootzone.S
## 1     1    11 2017       1    112 136557  136557   0.365775
## 2     2    11 2017       1    112 136557  136557   0.329689
## 3     3    11 2017       1    112 136557  136557   0.305971
## 4     4    11 2017       1    112 136557  136557   0.288430
## 5     5    11 2017       1    112 136557  136557   0.274611
## 6     6    11 2017       1    112 136557  136557   0.276274
## 7     7    11 2017       1    112 136557  136557   0.419166
## 8     8    11 2017       1    112 136557  136557   0.422738
## 9     9    11 2017       1    112 136557  136557   0.437027
## 10   10    11 2017       1    112 136557  136557   0.362827
## 11   11    11 2017       1    112 136557  136557   0.327854
## 12   12    11 2017       1    112 136557  136557   0.383101
## 13   13    11 2017       1    112 136557  136557   0.384887
## 14   14    11 2017       1    112 136557  136557   0.340491
## 15   15    11 2017       1    112 136557  136557   0.313445
## 16   16    11 2017       1    112 136557  136557   0.294092
## 17   17    11 2017       1    112 136557  136557   0.279139
## 18   18    11 2017       1    112 136557  136557   0.391543
## 19   19    11 2017       1    112 136557  136557   0.393329
## 20   20    11 2017       1    112 136557  136557   0.344895
## 21   21    11 2017       1    112 136557  136557   0.346557
## 22   22    11 2017       1    112 136557  136557   0.317536
## 23   23    11 2017       1    112 136557  136557   0.297163
## 24   24    11 2017       1    112 136557  136557   0.281586
## 25   25    11 2017       1    112 136557  136557   0.269059
## 26   26    11 2017       1    112 136557  136557   0.258641
## 27   27    11 2017       1    112 136557  136557   0.249764
## 28   28    11 2017       1    112 136557  136557   0.242058
## 29   29    11 2017       1    112 136557  136557   0.235273
## 30   30    11 2017       1    112 136557  136557   0.254796
## 31    1    12 2017       1    112 136557  136557   0.246449
## 32    2    12 2017       1    112 136557  136557   0.239157
## 33    3    12 2017       1    112 136557  136557   0.232701
## 34    4    12 2017       1    112 136557  136557   0.226924
## 35    5    12 2017       1    112 136557  136557   0.391126
## 36    6    12 2017       1    112 136557  136557   0.343961
## 37    7    12 2017       1    112 136557  136557   0.315915
## 38    8    12 2017       1    112 136557  136557   0.296037
## 39    9    12 2017       1    112 136557  136557   0.280758
## 40   10    12 2017       1    112 136557  136557   0.268430
## 41   11    12 2017       1    112 136557  136557   0.258153
## 42   12    12 2017       1    112 136557  136557   0.316535
## 43   13    12 2017       1    112 136557  136557   0.296529
## 44   14    12 2017       1    112 136557  136557   0.281171
## 45   15    12 2017       1    112 136557  136557   0.294690
## 46   16    12 2017       1    112 136557  136557   0.400454
## 47   17    12 2017       1    112 136557  136557   0.415468
## 48   18    12 2017       1    112 136557  136557   0.420827
## 49   19    12 2017       1    112 136557  136557   0.357683
## 50   20    12 2017       1    112 136557  136557   0.503929
## 51   21    12 2017       1    112 136557  136557   0.360257
## 52   22    12 2017       1    112 136557  136557   0.403001
## 53   23    12 2017       1    112 136557  136557   0.510782
## 54   24    12 2017       1    112 136557  136557   0.358070
## 55   25    12 2017       1    112 136557  136557   0.325261
## 56   26    12 2017       1    112 136557  136557   0.303021
## 57   27    12 2017       1    112 136557  136557   0.286324
## 58   28    12 2017       1    112 136557  136557   0.273052
## 59   29    12 2017       1    112 136557  136557   0.262101
## 60   30    12 2017       1    112 136557  136557   0.252824
## 61   31    12 2017       1    112 136557  136557   0.244808
## 62    1     1 2018       1    112 136557  136557   0.237774
## 63    2     1 2018       1    112 136557  136557   0.231524
## 64    3     1 2018       1    112 136557  136557   0.225915
## 65    4     1 2018       1    112 136557  136557   0.220838
## 66    5     1 2018       1    112 136557  136557   0.216208
## 67    6     1 2018       1    112 136557  136557   0.211960
## 68    7     1 2018       1    112 136557  136557   0.208042
## 69    8     1 2018       1    112 136557  136557   0.216849
## 70    9     1 2018       1    112 136557  136557   0.212554
## 71   10     1 2018       1    112 136557  136557   0.235740
## 72   11     1 2018       1    112 136557  136557   0.446701
## 73   12     1 2018       1    112 136557  136557   0.446701
## 74   13     1 2018       1    112 136557  136557   0.366924
## 75   14     1 2018       1    112 136557  136557   0.330913
## 76   15     1 2018       1    112 136557  136557   0.307199
## 77   16     1 2018       1    112 136557  136557   0.312191
## 78   17     1 2018       1    112 136557  136557   0.293458
## 79   18     1 2018       1    112 136557  136557   0.278874
## 80   19     1 2018       1    112 136557  136557   0.267009
## 81   20     1 2018       1    112 136557  136557   0.257059
## 82   21     1 2018       1    112 136557  136557   0.248528
## 83   22     1 2018       1    112 136557  136557   0.446701
## 84   23     1 2018       1    112 136557  136557   0.446701
## 85   24     1 2018       1    112 136557  136557   0.367062
## 86   25     1 2018       1    112 136557  136557   0.331061
## 87   26     1 2018       1    112 136557  136557   0.307348
## 88   27     1 2018       1    112 136557  136557   0.412607
## 89   28     1 2018       1    112 136557  136557   0.487171
## 90   29     1 2018       1    112 136557  136557   0.364997
## 91   30     1 2018       1    112 136557  136557   0.329841
## 92   31     1 2018       1    112 136557  136557   0.306501
## 93    1     2 2018       1    112 136557  136557   0.329597
## 94    2     2 2018       1    112 136557  136557   0.306336
## 95    3     2 2018       1    112 136557  136557   0.289036
## 96    4     2 2018       1    112 136557  136557   0.509261
## 97    5     2 2018       1    112 136557  136557   0.359955
## 98    6     2 2018       1    112 136557  136557   0.374121
## 99    7     2 2018       1    112 136557  136557   0.446701
## 100   8     2 2018       1    112 136557  136557   0.367281
## 101   9     2 2018       1    112 136557  136557   0.331290
## 102  10     2 2018       1    112 136557  136557   0.446701
## 103  11     2 2018       1    112 136557  136557   0.446701
## 104  12     2 2018       1    112 136557  136557   0.503496
## 105  13     2 2018       1    112 136557  136557   0.494842
## 106  14     2 2018       1    112 136557  136557   0.363819
## 107  15     2 2018       1    112 136557  136557   0.422638
## 108  16     2 2018       1    112 136557  136557   0.359025
## 109  17     2 2018       1    112 136557  136557   0.448799
## 110  18     2 2018       1    112 136557  136557   0.459854
## 111  19     2 2018       1    112 136557  136557   0.460661
## 112  20     2 2018       1    112 136557  136557   0.467166
## 113  21     2 2018       1    112 136557  136557   0.446701
## 114  22     2 2018       1    112 136557  136557   0.366964
## 115  23     2 2018       1    112 136557  136557   0.330935
## 116  24     2 2018       1    112 136557  136557   0.332597
## 117  25     2 2018       1    112 136557  136557   0.405829
## 118  26     2 2018       1    112 136557  136557   0.434408
## 119  27     2 2018       1    112 136557  136557   0.363044
## 120  28     2 2018       1    112 136557  136557   0.503927
## 121   1     3 2018       1    112 136557  136557   0.446701
## 122   2     3 2018       1    112 136557  136557   0.366742
## 123   3     3 2018       1    112 136557  136557   0.330700
## 124   4     3 2018       1    112 136557  136557   0.306968
## 125   5     3 2018       1    112 136557  136557   0.289399
## 126   6     3 2018       1    112 136557  136557   0.425023
## 127   7     3 2018       1    112 136557  136557   0.433920
## 128   8     3 2018       1    112 136557  136557   0.362661
## 129   9     3 2018       1    112 136557  136557   0.328147
## 130  10     3 2018       1    112 136557  136557   0.305107
## 131  11     3 2018       1    112 136557  136557   0.326417
## 132  12     3 2018       1    112 136557  136557   0.408547
## 133  13     3 2018       1    112 136557  136557   0.406058
## 134  14     3 2018       1    112 136557  136557   0.404239
## 135  15     3 2018       1    112 136557  136557   0.400383
## 136  16     3 2018       1    112 136557  136557   0.396947
## 137  17     3 2018       1    112 136557  136557   0.452282
## 138  18     3 2018       1    112 136557  136557   0.444177
## 139  19     3 2018       1    112 136557  136557   0.510872
## 140  20     3 2018       1    112 136557  136557   0.510800
## 141  21     3 2018       1    112 136557  136557   0.485638
## 142  22     3 2018       1    112 136557  136557   0.466214
## 143  23     3 2018       1    112 136557  136557   0.451881
## 144  24     3 2018       1    112 136557  136557   0.509578
## 145  25     3 2018       1    112 136557  136557   0.507582
## 146  26     3 2018       1    112 136557  136557   0.479776
## 147  27     3 2018       1    112 136557  136557   0.462320
## 148  28     3 2018       1    112 136557  136557   0.448581
## 149  29     3 2018       1    112 136557  136557   0.462855
## 150  30     3 2018       1    112 136557  136557   0.449118
## 151  31     3 2018       1    112 136557  136557   0.442886
## 152   1     4 2018       1    112 136557  136557   0.438663
## 153   2     4 2018       1    112 136557  136557   0.434578
## 154   3     4 2018       1    112 136557  136557   0.431314
## 155   4     4 2018       1    112 136557  136557   0.464785
## 156   5     4 2018       1    112 136557  136557   0.449821
## 157   6     4 2018       1    112 136557  136557   0.482259
## 158   7     4 2018       1    112 136557  136557   0.481876
## 159   8     4 2018       1    112 136557  136557   0.463295
## 160   9     4 2018       1    112 136557  136557   0.468924
## 161  10     4 2018       1    112 136557  136557   0.453890
## 162  11     4 2018       1    112 136557  136557   0.445659
## 163  12     4 2018       1    112 136557  136557   0.441362
## 164  13     4 2018       1    112 136557  136557   0.437719
## 165  14     4 2018       1    112 136557  136557   0.434909
## 166  15     4 2018       1    112 136557  136557   0.446701
## 167  16     4 2018       1    112 136557  136557   0.445320
## 168  17     4 2018       1    112 136557  136557   0.439738
## 169  18     4 2018       1    112 136557  136557   0.434023
## 170  19     4 2018       1    112 136557  136557   0.429895
## 171  20     4 2018       1    112 136557  136557   0.424629
## 172  21     4 2018       1    112 136557  136557   0.420955
## 173  22     4 2018       1    112 136557  136557   0.452968
## 174  23     4 2018       1    112 136557  136557   0.446701
## 175  24     4 2018       1    112 136557  136557   0.480061
## 176  25     4 2018       1    112 136557  136557   0.462458
## 177  26     4 2018       1    112 136557  136557   0.509312
## 178  27     4 2018       1    112 136557  136557   0.479315
## 179  28     4 2018       1    112 136557  136557   0.460523
## 180  29     4 2018       1    112 136557  136557   0.446701
## 181  30     4 2018       1    112 136557  136557   0.441456
## 182   1     5 2018       1    112 136557  136557   0.435977
## 183   2     5 2018       1    112 136557  136557   0.431212
## 184   3     5 2018       1    112 136557  136557   0.426151
## 185   4     5 2018       1    112 136557  136557   0.420767
## 186   5     5 2018       1    112 136557  136557   0.417290
## 187   6     5 2018       1    112 136557  136557   0.434367
## 188   7     5 2018       1    112 136557  136557   0.510899
## 189   8     5 2018       1    112 136557  136557   0.502654
## 190   9     5 2018       1    112 136557  136557   0.478931
## 191  10     5 2018       1    112 136557  136557   0.465304
## 192  11     5 2018       1    112 136557  136557   0.446701
## 193  12     5 2018       1    112 136557  136557   0.435668
## 194  13     5 2018       1    112 136557  136557   0.423969
## 195  14     5 2018       1    112 136557  136557   0.412251
## 196  15     5 2018       1    112 136557  136557   0.475485
## 197  16     5 2018       1    112 136557  136557   0.446701
## 198  17     5 2018       1    112 136557  136557   0.446701
## 199  18     5 2018       1    112 136557  136557   0.480800
## 200  19     5 2018       1    112 136557  136557   0.509910
## 201  20     5 2018       1    112 136557  136557   0.482639
## 202  21     5 2018       1    112 136557  136557   0.453768
## 203  22     5 2018       1    112 136557  136557   0.446701
## 204  23     5 2018       1    112 136557  136557   0.446628
## 205  24     5 2018       1    112 136557  136557   0.433068
## 206  25     5 2018       1    112 136557  136557   0.466440
## 207  26     5 2018       1    112 136557  136557   0.446701
## 208  27     5 2018       1    112 136557  136557   0.498271
## 209  28     5 2018       1    112 136557  136557   0.446701
## 210  29     5 2018       1    112 136557  136557   0.446701
## 211  30     5 2018       1    112 136557  136557   0.446701
## 212  31     5 2018       1    112 136557  136557   0.450415
## 213   1     6 2018       1    112 136557  136557   0.461144
## 214   2     6 2018       1    112 136557  136557   0.440404
## 215   3     6 2018       1    112 136557  136557   0.424872
## 216   4     6 2018       1    112 136557  136557   0.409344
## 217   5     6 2018       1    112 136557  136557   0.393822
## 218   6     6 2018       1    112 136557  136557   0.378305
## 219   7     6 2018       1    112 136557  136557   0.362793
## 220   8     6 2018       1    112 136557  136557   0.347286
## 221   9     6 2018       1    112 136557  136557   0.331757
## 222  10     6 2018       1    112 136557  136557   0.333153
## 223  11     6 2018       1    112 136557  136557   0.377539
## 224  12     6 2018       1    112 136557  136557   0.377478
## 225  13     6 2018       1    112 136557  136557   0.361971
## 226  14     6 2018       1    112 136557  136557   0.346471
## 227  15     6 2018       1    112 136557  136557   0.330976
## 228  16     6 2018       1    112 136557  136557   0.315488
## 229  17     6 2018       1    112 136557  136557   0.299992
## 230  18     6 2018       1    112 136557  136557   0.312106
## 231  19     6 2018       1    112 136557  136557   0.331488
## 232  20     6 2018       1    112 136557  136557   0.316012
## 233  21     6 2018       1    112 136557  136557   0.300543
## 234  22     6 2018       1    112 136557  136557   0.353739
## 235  23     6 2018       1    112 136557  136557   0.421347
## 236  24     6 2018       1    112 136557  136557   0.426439
## 237  25     6 2018       1    112 136557  136557   0.503886
## 238  26     6 2018       1    112 136557  136557   0.495898
## 239  27     6 2018       1    112 136557  136557   0.483920
## 240  28     6 2018       1    112 136557  136557   0.510339
## 241  29     6 2018       1    112 136557  136557   0.470324
## 242  30     6 2018       1    112 136557  136557   0.470741
## 243   1     7 2018       1    112 136557  136557   0.458031
## 244   2     7 2018       1    112 136557  136557   0.505536
## 245   3     7 2018       1    112 136557  136557   0.470793
## 246   4     7 2018       1    112 136557  136557   0.448299
## 247   5     7 2018       1    112 136557  136557   0.483357
## 248   6     7 2018       1    112 136557  136557   0.466855
## 249   7     7 2018       1    112 136557  136557   0.446701
## 250   8     7 2018       1    112 136557  136557   0.429657
## 251   9     7 2018       1    112 136557  136557   0.412810
## 252  10     7 2018       1    112 136557  136557   0.398479
## 253  11     7 2018       1    112 136557  136557   0.385671
## 254  12     7 2018       1    112 136557  136557   0.508889
## 255  13     7 2018       1    112 136557  136557   0.446701
## 256  14     7 2018       1    112 136557  136557   0.446632
## 257  15     7 2018       1    112 136557  136557   0.450209
## 258  16     7 2018       1    112 136557  136557   0.448607
## 259  17     7 2018       1    112 136557  136557   0.446741
## 260  18     7 2018       1    112 136557  136557   0.435760
## 261  19     7 2018       1    112 136557  136557   0.428055
## 262  20     7 2018       1    112 136557  136557   0.420230
## 263  21     7 2018       1    112 136557  136557   0.494689
## 264  22     7 2018       1    112 136557  136557   0.479351
## 265  23     7 2018       1    112 136557  136557   0.471216
## 266  24     7 2018       1    112 136557  136557   0.487240
## 267  25     7 2018       1    112 136557  136557   0.469402
## 268  26     7 2018       1    112 136557  136557   0.446701
## 269  27     7 2018       1    112 136557  136557   0.435018
## 270  28     7 2018       1    112 136557  136557   0.422964
## 271  29     7 2018       1    112 136557  136557   0.409092
## 272  30     7 2018       1    112 136557  136557   0.417616
## 273  31     7 2018       1    112 136557  136557   0.446701
## 274   1     8 2018       1    112 136557  136557   0.446701
## 275   2     8 2018       1    112 136557  136557   0.446701
## 276   3     8 2018       1    112 136557  136557   0.446701
## 277   4     8 2018       1    112 136557  136557   0.446634
## 278   5     8 2018       1    112 136557  136557   0.499878
## 279   6     8 2018       1    112 136557  136557   0.507476
## 280   7     8 2018       1    112 136557  136557   0.472175
## 281   8     8 2018       1    112 136557  136557   0.501271
## 282   9     8 2018       1    112 136557  136557   0.446701
## 283  10     8 2018       1    112 136557  136557   0.459607
## 284  11     8 2018       1    112 136557  136557   0.449623
## 285  12     8 2018       1    112 136557  136557   0.436005
## 286  13     8 2018       1    112 136557  136557   0.422058
## 287  14     8 2018       1    112 136557  136557   0.411903
## 288  15     8 2018       1    112 136557  136557   0.400493
## 289  16     8 2018       1    112 136557  136557   0.387158
## 290  17     8 2018       1    112 136557  136557   0.375412
## 291  18     8 2018       1    112 136557  136557   0.446701
## 292  19     8 2018       1    112 136557  136557   0.447840
## 293  20     8 2018       1    112 136557  136557   0.478197
## 294  21     8 2018       1    112 136557  136557   0.474628
## 295  22     8 2018       1    112 136557  136557   0.451598
## 296  23     8 2018       1    112 136557  136557   0.432252
## 297  24     8 2018       1    112 136557  136557   0.419236
## 298  25     8 2018       1    112 136557  136557   0.404637
## 299  26     8 2018       1    112 136557  136557   0.389685
## 300  27     8 2018       1    112 136557  136557   0.377205
## 301  28     8 2018       1    112 136557  136557   0.368031
## 302  29     8 2018       1    112 136557  136557   0.385441
## 303  30     8 2018       1    112 136557  136557   0.385383
## 304  31     8 2018       1    112 136557  136557   0.401007
## 305   1     9 2018       1    112 136557  136557   0.400947
## 306   2     9 2018       1    112 136557  136557   0.389665
## 307   3     9 2018       1    112 136557  136557   0.377229
## 308   4     9 2018       1    112 136557  136557   0.368548
## 309   5     9 2018       1    112 136557  136557   0.363836
## 310   6     9 2018       1    112 136557  136557   0.366936
## 311   7     9 2018       1    112 136557  136557   0.358665
## 312   8     9 2018       1    112 136557  136557   0.350412
## 313   9     9 2018       1    112 136557  136557   0.508463
## 314  10     9 2018       1    112 136557  136557   0.503860
## 315  11     9 2018       1    112 136557  136557   0.508550
## 316  12     9 2018       1    112 136557  136557   0.481930
## 317  13     9 2018       1    112 136557  136557   0.465898
## 318  14     9 2018       1    112 136557  136557   0.454443
## 319  15     9 2018       1    112 136557  136557   0.442877
## 320  16     9 2018       1    112 136557  136557   0.506057
## 321  17     9 2018       1    112 136557  136557   0.482354
## 322  18     9 2018       1    112 136557  136557   0.463194
## 323  19     9 2018       1    112 136557  136557   0.446701
## 324  20     9 2018       1    112 136557  136557   0.439584
## 325  21     9 2018       1    112 136557  136557   0.431975
## 326  22     9 2018       1    112 136557  136557   0.422247
## 327  23     9 2018       1    112 136557  136557   0.414051
## 328  24     9 2018       1    112 136557  136557   0.455937
## 329  25     9 2018       1    112 136557  136557   0.509143
## 330  26     9 2018       1    112 136557  136557   0.509838
## 331  27     9 2018       1    112 136557  136557   0.446701
## 332  28     9 2018       1    112 136557  136557   0.450060
## 333  29     9 2018       1    112 136557  136557   0.462380
## 334  30     9 2018       1    112 136557  136557   0.453290
## 335   1    10 2018       1    112 136557  136557   0.448057
## 336   2    10 2018       1    112 136557  136557   0.444190
## 337   3    10 2018       1    112 136557  136557   0.441130
## 338   4    10 2018       1    112 136557  136557   0.436967
## 339   5    10 2018       1    112 136557  136557   0.432930
## 340   6    10 2018       1    112 136557  136557   0.429604
## 341   7    10 2018       1    112 136557  136557   0.359410
## 342   8    10 2018       1    112 136557  136557   0.325301
## 343   9    10 2018       1    112 136557  136557   0.348699
## 344  10    10 2018       1    112 136557  136557   0.446701
## 345  11    10 2018       1    112 136557  136557   0.446701
## 346  12    10 2018       1    112 136557  136557   0.364680
## 347  13    10 2018       1    112 136557  136557   0.328570
## 348  14    10 2018       1    112 136557  136557   0.333805
## 349  15    10 2018       1    112 136557  136557   0.308567
## 350  16    10 2018       1    112 136557  136557   0.462311
## 351  17    10 2018       1    112 136557  136557   0.455193
## 352  18    10 2018       1    112 136557  136557   0.446701
## 353  19    10 2018       1    112 136557  136557   0.446701
## 354  20    10 2018       1    112 136557  136557   0.475930
## 355  21    10 2018       1    112 136557  136557   0.462023
## 356  22    10 2018       1    112 136557  136557   0.451752
## 357  23    10 2018       1    112 136557  136557   0.446701
## 358  24    10 2018       1    112 136557  136557   0.446701
## 359  25    10 2018       1    112 136557  136557   0.477192
## 360  26    10 2018       1    112 136557  136557   0.446701
## 361  27    10 2018       1    112 136557  136557   0.446701
## 362  28    10 2018       1    112 136557  136557   0.446701
## 363  29    10 2018       1    112 136557  136557   0.446701
## 364  30    10 2018       1    112 136557  136557   0.446701
## 365  31    10 2018       1    112 136557  136557   0.446701
##     rootzone.potential_sat rootzone.field_capacity rz_storage       date
## 1                 0.122944                0.054919   0.044970 2017-11-01
## 2                 0.122944                0.054919   0.040533 2017-11-02
## 3                 0.122944                0.054919   0.037617 2017-11-03
## 4                 0.122944                0.054919   0.035461 2017-11-04
## 5                 0.122944                0.054919   0.033762 2017-11-05
## 6                 0.122944                0.054919   0.033966 2017-11-06
## 7                 0.122944                0.054919   0.051534 2017-11-07
## 8                 0.122944                0.054919   0.051973 2017-11-08
## 9                 0.122944                0.054919   0.053730 2017-11-09
## 10                0.122944                0.054919   0.044607 2017-11-10
## 11                0.122944                0.054919   0.040308 2017-11-11
## 12                0.122944                0.054919   0.047100 2017-11-12
## 13                0.122944                0.054919   0.047319 2017-11-13
## 14                0.122944                0.054919   0.041861 2017-11-14
## 15                0.122944                0.054919   0.038536 2017-11-15
## 16                0.122944                0.054919   0.036157 2017-11-16
## 17                0.122944                0.054919   0.034318 2017-11-17
## 18                0.122944                0.054919   0.048138 2017-11-18
## 19                0.122944                0.054919   0.048357 2017-11-19
## 20                0.122944                0.054919   0.042403 2017-11-20
## 21                0.122944                0.054919   0.042607 2017-11-21
## 22                0.122944                0.054919   0.039039 2017-11-22
## 23                0.122944                0.054919   0.036534 2017-11-23
## 24                0.122944                0.054919   0.034619 2017-11-24
## 25                0.122944                0.054919   0.033079 2017-11-25
## 26                0.122944                0.054919   0.031798 2017-11-26
## 27                0.122944                0.054919   0.030707 2017-11-27
## 28                0.122944                0.054919   0.029760 2017-11-28
## 29                0.122944                0.054919   0.028925 2017-11-29
## 30                0.122944                0.054919   0.031326 2017-11-30
## 31                0.122944                0.054919   0.030299 2017-12-01
## 32                0.122944                0.054919   0.029403 2017-12-02
## 33                0.122944                0.054919   0.028609 2017-12-03
## 34                0.122944                0.054919   0.027899 2017-12-04
## 35                0.122944                0.054919   0.048086 2017-12-05
## 36                0.122944                0.054919   0.042288 2017-12-06
## 37                0.122944                0.054919   0.038840 2017-12-07
## 38                0.122944                0.054919   0.036396 2017-12-08
## 39                0.122944                0.054919   0.034517 2017-12-09
## 40                0.122944                0.054919   0.033002 2017-12-10
## 41                0.122944                0.054919   0.031738 2017-12-11
## 42                0.122944                0.054919   0.038916 2017-12-12
## 43                0.122944                0.054919   0.036456 2017-12-13
## 44                0.122944                0.054919   0.034568 2017-12-14
## 45                0.122944                0.054919   0.036230 2017-12-15
## 46                0.122944                0.054919   0.049233 2017-12-16
## 47                0.122944                0.054919   0.051079 2017-12-17
## 48                0.122944                0.054919   0.051738 2017-12-18
## 49                0.122944                0.054919   0.043975 2017-12-19
## 50                0.122944                0.054919   0.061955 2017-12-20
## 51                0.122944                0.054919   0.044291 2017-12-21
## 52                0.122944                0.054919   0.049546 2017-12-22
## 53                0.122944                0.054919   0.062797 2017-12-23
## 54                0.122944                0.054919   0.044022 2017-12-24
## 55                0.122944                0.054919   0.039989 2017-12-25
## 56                0.122944                0.054919   0.037254 2017-12-26
## 57                0.122944                0.054919   0.035202 2017-12-27
## 58                0.122944                0.054919   0.033570 2017-12-28
## 59                0.122944                0.054919   0.032224 2017-12-29
## 60                0.122944                0.054919   0.031083 2017-12-30
## 61                0.122944                0.054919   0.030098 2017-12-31
## 62                0.122944                0.054919   0.029233 2018-01-01
## 63                0.122944                0.054919   0.028464 2018-01-02
## 64                0.122944                0.054919   0.027775 2018-01-03
## 65                0.122944                0.054919   0.027151 2018-01-04
## 66                0.122944                0.054919   0.026581 2018-01-05
## 67                0.122944                0.054919   0.026059 2018-01-06
## 68                0.122944                0.054919   0.025577 2018-01-07
## 69                0.122944                0.054919   0.026660 2018-01-08
## 70                0.122944                0.054919   0.026132 2018-01-09
## 71                0.122944                0.054919   0.028983 2018-01-10
## 72                0.122944                0.054919   0.054919 2018-01-11
## 73                0.122944                0.054919   0.054919 2018-01-12
## 74                0.122944                0.054919   0.045111 2018-01-13
## 75                0.122944                0.054919   0.040684 2018-01-14
## 76                0.122944                0.054919   0.037768 2018-01-15
## 77                0.122944                0.054919   0.038382 2018-01-16
## 78                0.122944                0.054919   0.036079 2018-01-17
## 79                0.122944                0.054919   0.034286 2018-01-18
## 80                0.122944                0.054919   0.032827 2018-01-19
## 81                0.122944                0.054919   0.031604 2018-01-20
## 82                0.122944                0.054919   0.030555 2018-01-21
## 83                0.122944                0.054919   0.054919 2018-01-22
## 84                0.122944                0.054919   0.054919 2018-01-23
## 85                0.122944                0.054919   0.045128 2018-01-24
## 86                0.122944                0.054919   0.040702 2018-01-25
## 87                0.122944                0.054919   0.037786 2018-01-26
## 88                0.122944                0.054919   0.050727 2018-01-27
## 89                0.122944                0.054919   0.059895 2018-01-28
## 90                0.122944                0.054919   0.044874 2018-01-29
## 91                0.122944                0.054919   0.040552 2018-01-30
## 92                0.122944                0.054919   0.037682 2018-01-31
## 93                0.122944                0.054919   0.040522 2018-02-01
## 94                0.122944                0.054919   0.037662 2018-02-02
## 95                0.122944                0.054919   0.035535 2018-02-03
## 96                0.122944                0.054919   0.062610 2018-02-04
## 97                0.122944                0.054919   0.044254 2018-02-05
## 98                0.122944                0.054919   0.045996 2018-02-06
## 99                0.122944                0.054919   0.054919 2018-02-07
## 100               0.122944                0.054919   0.045155 2018-02-08
## 101               0.122944                0.054919   0.040730 2018-02-09
## 102               0.122944                0.054919   0.054919 2018-02-10
## 103               0.122944                0.054919   0.054919 2018-02-11
## 104               0.122944                0.054919   0.061902 2018-02-12
## 105               0.122944                0.054919   0.060838 2018-02-13
## 106               0.122944                0.054919   0.044729 2018-02-14
## 107               0.122944                0.054919   0.051961 2018-02-15
## 108               0.122944                0.054919   0.044140 2018-02-16
## 109               0.122944                0.054919   0.055177 2018-02-17
## 110               0.122944                0.054919   0.056536 2018-02-18
## 111               0.122944                0.054919   0.056635 2018-02-19
## 112               0.122944                0.054919   0.057435 2018-02-20
## 113               0.122944                0.054919   0.054919 2018-02-21
## 114               0.122944                0.054919   0.045116 2018-02-22
## 115               0.122944                0.054919   0.040686 2018-02-23
## 116               0.122944                0.054919   0.040891 2018-02-24
## 117               0.122944                0.054919   0.049894 2018-02-25
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## 150  0.05521636
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## 234  0.04349009
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## 239  0.05949506
## 240  0.06274312
## 241  0.05782351
## 242  0.05787478
## 243  0.05631216
## 244  0.06215262
## 245  0.05788117
## 246  0.05511567
## 247  0.05942584
## 248  0.05739702
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## 251  0.05075251
## 252  0.04899060
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## 349  0.03793646
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## 363  0.05491921
## 364  0.05491921
## 365  0.05491921

{plot(cwws32valrss1_run1$date, cwws32valrss1_run1$rootzonevwc, type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site1, col = 'BLUE', lty = 3)}

{plot(cwws32valrss1_run3$date, cwws32valrss1_run3$rootzonevwc, type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}

plot((valmergesm3$rootzone.S*valmergesm3$rootzone.potential_sat), type = "l")

plot(valmergesm3$Date, (valmergesm3$rz_storage), type = "l")

plot(valmergesm3$Date, valmergesm3$Site1, type = "l")

{plot(cwws32valrss1_run3$date, cwws32valrss1_run3$rootzonevwc, type = 'l', ylim = c(0.0,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}

{plot(cwws32valrss1_run2$date, cwws32valrss1_run2$rootzonevwc, type = 'l', ylim = c(0.0,0.26))
lines(valmergesm2$Date,valmergesm2$Site1, col = 'BLUE', lty = 3)}

paste0("valmergesm",i,"$rootzonevwc")

## [1] "valmergesm100$rootzonevwc"

{plot(cwws32valrss1_run3$date, (cwws32valrss1_run3$rootzone.S*cwws32valrss1_run3$rootzone.potential_sat), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}

# {plot(cwws32valrss1_run44$date, (cwws32valrss1_run44$rootzone.S/cwws32valrss1_run44$root.depth), type = 'l', ylim = c(0.0,0.26))
# lines(valmergesm4$Date,valmergesm4$Site1, col = 'BLUE', lty = 3)}
# 
# {plot(cwws32valrss1_run43$date, (cwws32valrss1_run43$rootzone.S/cwws32valrss1_run43$rootzone.potential_sat), type = 'l', ylim = c(0.0,0.26))
# lines(valmergesm1$Date,valmergesm1$Site1, col = 'BLUE', lty = 3)}

RSS - prepare to run model n times for patch 2 - only for validation time series

RSS - run model in parallel

RSS - read n runs, create table and append to table

setwd(system.file("extdata/", package = "RHESSysIOinR"))
# Read in RHESSys Validation runs
for(i in 1:validationruns) { 
  temp_dataset<- read.csv(paste0("outputfilter/valws32patch2_",i,".csv"))
  temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
  temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat 
  assign(paste0("cwws32valrss2_run",i),temp_dataset)
}

##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss2_run",i))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}

valmergesm1

##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897188  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1         1    110 141942  141942   0.342580                  0.435
## 2         1    110 141942  141942   0.344095                  0.435
## 3         1    110 141942  141942   0.336061                  0.435
## 4         1    110 141942  141942   0.401145                  0.435
## 5         1    110 141942  141942   0.386217                  0.435
## 6         1    110 141942  141942   0.398295                  0.435
## 7         1    110 141942  141942   0.444233                  0.435
## 8         1    110 141942  141942   0.421708                  0.435
## 9         1    110 141942  141942   0.403461                  0.435
## 10        1    110 141942  141942   0.388208                  0.435
## 11        1    110 141942  141942   0.375159                  0.435
## 12        1    110 141942  141942   0.363799                  0.435
## 13        1    110 141942  141942   0.353770                  0.435
## 14        1    110 141942  141942   0.344816                  0.435
## 15        1    110 141942  141942   0.336746                  0.435
## 16        1    110 141942  141942   0.329416                  0.435
## 17        1    110 141942  141942   0.322712                  0.435
## 18        1    110 141942  141942   0.316545                  0.435
## 19        1    110 141942  141942   0.310842                  0.435
## 20        1    110 141942  141942   0.305545                  0.435
## 21        1    110 141942  141942   0.300606                  0.435
## 22        1    110 141942  141942   0.295983                  0.435
## 23        1    110 141942  141942   0.298470                  0.435
## 24        1    110 141942  141942   0.293981                  0.435
## 25        1    110 141942  141942   0.300059                  0.435
## 26        1    110 141942  141942   0.465757                  0.435
## 27        1    110 141942  141942   0.525849                  0.435
## 28        1    110 141942  141942   0.472974                  0.435
## 29        1    110 141942  141942   0.442122                  0.435
## 30        1    110 141942  141942   0.420183                  0.435
## 31        1    110 141942  141942   0.421986                  0.435
## 32        1    110 141942  141942   0.403826                  0.435
## 33        1    110 141942  141942   0.388629                  0.435
## 34        1    110 141942  141942   0.375619                  0.435
## 35        1    110 141942  141942   0.364285                  0.435
## 36        1    110 141942  141942   0.365553                  0.435
## 37        1    110 141942  141942   0.420073                  0.435
## 38        1    110 141942  141942   0.421082                  0.435
## 39        1    110 141942  141942   0.403117                  0.435
## 40        1    110 141942  141942   0.388059                  0.435
## 41        1    110 141942  141942   0.375152                  0.435
## 42        1    110 141942  141942   0.404899                  0.435
## 43        1    110 141942  141942   0.458345                  0.435
## 44        1    110 141942  141942   0.431634                  0.435
## 45        1    110 141942  141942   0.411812                  0.435
## 46        1    110 141942  141942   0.395426                  0.435
## 47        1    110 141942  141942   0.401951                  0.435
## 48        1    110 141942  141942   0.387102                  0.435
## 49        1    110 141942  141942   0.374352                  0.435
## 50        1    110 141942  141942   0.446701                  0.435
## 51        1    110 141942  141942   0.423968                  0.435
## 52        1    110 141942  141942   0.427969                  0.435
## 53        1    110 141942  141942   0.518877                  0.435
## 54        1    110 141942  141942   0.469656                  0.435
## 55        1    110 141942  141942   0.439972                  0.435
## 56        1    110 141942  141942   0.571846                  0.435
## 57        1    110 141942  141942   0.446701                  0.435
## 58        1    110 141942  141942   0.468396                  0.435
## 59        1    110 141942  141942   0.470971                  0.435
## 60        1    110 141942  141942   0.440924                  0.435
## 61        1    110 141942  141942   0.456055                  0.435
## 62        1    110 141942  141942   0.430009                  0.435
## 63        1    110 141942  141942   0.455266                  0.435
## 64        1    110 141942  141942   0.457923                  0.435
## 65        1    110 141942  141942   0.458452                  0.435
## 66        1    110 141942  141942   0.460882                  0.435
## 67        1    110 141942  141942   0.527392                  0.435
## 68        1    110 141942  141942   0.474059                  0.435
## 69        1    110 141942  141942   0.443088                  0.435
## 70        1    110 141942  141942   0.443556                  0.435
## 71        1    110 141942  141942   0.462501                  0.435
## 72        1    110 141942  141942   0.467029                  0.435
## 73        1    110 141942  141942   0.438053                  0.435
## 74        1    110 141942  141942   0.497469                  0.435
## 75        1    110 141942  141942   0.547039                  0.435
## 76        1    110 141942  141942   0.482975                  0.435
## 77        1    110 141942  141942   0.448029                  0.435
## 78        1    110 141942  141942   0.423892                  0.435
## 79        1    110 141942  141942   0.405488                  0.435
## 80        1    110 141942  141942   0.443816                  0.435
## 81        1    110 141942  141942   0.446340                  0.435
## 82        1    110 141942  141942   0.423659                  0.435
## 83        1    110 141942  141942   0.405287                  0.435
## 84        1    110 141942  141942   0.389928                  0.435
## 85        1    110 141942  141942   0.395948                  0.435
## 86        1    110 141942  141942   0.418689                  0.435
## 87        1    110 141942  141942   0.401168                  0.435
## 88        1    110 141942  141942   0.386427                  0.435
## 89        1    110 141942  141942   0.373756                  0.435
## 90        1    110 141942  141942   0.362682                  0.435
## 91        1    110 141942  141942   0.379808                  0.435
## 92        1    110 141942  141942   0.367991                  0.435
## 93        1    110 141942  141942   0.401776                  0.435
## 94        1    110 141942  141942   0.419444                  0.435
## 95        1    110 141942  141942   0.401792                  0.435
## 96        1    110 141942  141942   0.386956                  0.435
## 97        1    110 141942  141942   0.387485                  0.435
## 98        1    110 141942  141942   0.416260                  0.435
## 99        1    110 141942  141942   0.429385                  0.435
## 100       1    110 141942  141942   0.409981                  0.435
## 101       1    110 141942  141942   0.393886                  0.435
## 102       1    110 141942  141942   0.380197                  0.435
## 103       1    110 141942  141942   0.430137                  0.435
## 104       1    110 141942  141942   0.410598                  0.435
## 105       1    110 141942  141942   0.394407                  0.435
## 106       1    110 141942  141942   0.380648                  0.435
## 107       1    110 141942  141942   0.368729                  0.435
## 108       1    110 141942  141942   0.358249                  0.435
## 109       1    110 141942  141942   0.369822                  0.435
## 110       1    110 141942  141942   0.359217                  0.435
## 111       1    110 141942  141942   0.372810                  0.435
## 112       1    110 141942  141942   0.411348                  0.435
## 113       1    110 141942  141942   0.410741                  0.435
## 114       1    110 141942  141942   0.415921                  0.435
## 115       1    110 141942  141942   0.415275                  0.435
## 116       1    110 141942  141942   0.414521                  0.435
## 117       1    110 141942  141942   0.413658                  0.435
## 118       1    110 141942  141942   0.412924                  0.435
## 119       1    110 141942  141942   0.412197                  0.435
## 120       1    110 141942  141942   0.531011                  0.435
## 121       1    110 141942  141942   0.517023                  0.435
## 122       1    110 141942  141942   0.505335                  0.435
## 123       1    110 141942  141942   0.495751                  0.435
## 124       1    110 141942  141942   0.488059                  0.435
## 125       1    110 141942  141942   0.481106                  0.435
## 126       1    110 141942  141942   0.475311                  0.435
## 127       1    110 141942  141942   0.480636                  0.435
## 128       1    110 141942  141942   0.529202                  0.435
## 129       1    110 141942  141942   0.552216                  0.435
## 130       1    110 141942  141942   0.531366                  0.435
## 131       1    110 141942  141942   0.543862                  0.435
## 132       1    110 141942  141942   0.525476                  0.435
## 133       1    110 141942  141942   0.512084                  0.435
## 134       1    110 141942  141942   0.501639                  0.435
## 135       1    110 141942  141942   0.492728                  0.435
## 136       1    110 141942  141942   0.485084                  0.435
## 137       1    110 141942  141942   0.478570                  0.435
## 138       1    110 141942  141942   0.472714                  0.435
## 139       1    110 141942  141942   0.467377                  0.435
## 140       1    110 141942  141942   0.463040                  0.435
## 141       1    110 141942  141942   0.464259                  0.435
## 142       1    110 141942  141942   0.494717                  0.435
## 143       1    110 141942  141942   0.496586                  0.435
## 144       1    110 141942  141942   0.489848                  0.435
## 145       1    110 141942  141942   0.484511                  0.435
## 146       1    110 141942  141942   0.478141                  0.435
## 147       1    110 141942  141942   0.472461                  0.435
## 148       1    110 141942  141942   0.467318                  0.435
## 149       1    110 141942  141942   0.462662                  0.435
## 150       1    110 141942  141942   0.479700                  0.435
##     rootzone.field_capacity rz_storage rootzonevwc
## 1                  0.194315   0.149022   0.1490223
## 2                  0.194315   0.149681   0.1496813
## 3                  0.194315   0.146186   0.1461865
## 4                  0.194315   0.174498   0.1744981
## 5                  0.194315   0.168004   0.1680044
## 6                  0.194315   0.173258   0.1732583
## 7                  0.194315   0.193242   0.1932414
## 8                  0.194315   0.183443   0.1834430
## 9                  0.194315   0.175506   0.1755055
## 10                 0.194315   0.168870   0.1688705
## 11                 0.194315   0.163194   0.1631942
## 12                 0.194315   0.158253   0.1582526
## 13                 0.194315   0.153890   0.1538899
## 14                 0.194315   0.149995   0.1499950
## 15                 0.194315   0.146485   0.1464845
## 16                 0.194315   0.143296   0.1432960
## 17                 0.194315   0.140380   0.1403797
## 18                 0.194315   0.137697   0.1376971
## 19                 0.194315   0.135216   0.1352163
## 20                 0.194315   0.132912   0.1329121
## 21                 0.194315   0.130764   0.1307636
## 22                 0.194315   0.128753   0.1287526
## 23                 0.194315   0.129834   0.1298345
## 24                 0.194315   0.127882   0.1278817
## 25                 0.194315   0.130526   0.1305257
## 26                 0.194315   0.202604   0.2026043
## 27                 0.194315   0.228744   0.2287443
## 28                 0.194315   0.205744   0.2057437
## 29                 0.194315   0.192323   0.1923231
## 30                 0.194315   0.182780   0.1827796
## 31                 0.194315   0.183564   0.1835639
## 32                 0.194315   0.175664   0.1756643
## 33                 0.194315   0.169053   0.1690536
## 34                 0.194315   0.163394   0.1633943
## 35                 0.194315   0.158464   0.1584640
## 36                 0.194315   0.159015   0.1590156
## 37                 0.194315   0.182732   0.1827318
## 38                 0.194315   0.183171   0.1831707
## 39                 0.194315   0.175356   0.1753559
## 40                 0.194315   0.168806   0.1688057
## 41                 0.194315   0.163191   0.1631911
## 42                 0.194315   0.176131   0.1761311
## 43                 0.194315   0.199380   0.1993801
## 44                 0.194315   0.187761   0.1877608
## 45                 0.194315   0.179138   0.1791382
## 46                 0.194315   0.172010   0.1720103
## 47                 0.194315   0.174849   0.1748487
## 48                 0.194315   0.168389   0.1683894
## 49                 0.194315   0.162843   0.1628431
## 50                 0.194315   0.194315   0.1943149
## 51                 0.194315   0.184426   0.1844261
## 52                 0.194315   0.186167   0.1861665
## 53                 0.194315   0.225711   0.2257115
## 54                 0.194315   0.204300   0.2043004
## 55                 0.194315   0.191388   0.1913878
## 56                 0.194315   0.248753   0.2487530
## 57                 0.194315   0.194315   0.1943149
## 58                 0.194315   0.203752   0.2037523
## 59                 0.194315   0.204873   0.2048724
## 60                 0.194315   0.191802   0.1918019
## 61                 0.194315   0.198384   0.1983839
## 62                 0.194315   0.187054   0.1870539
## 63                 0.194315   0.198041   0.1980407
## 64                 0.194315   0.199197   0.1991965
## 65                 0.194315   0.199427   0.1994266
## 66                 0.194315   0.200484   0.2004837
## 67                 0.194315   0.229416   0.2294155
## 68                 0.194315   0.206216   0.2062157
## 69                 0.194315   0.192743   0.1927433
## 70                 0.194315   0.192947   0.1929469
## 71                 0.194315   0.201188   0.2011879
## 72                 0.194315   0.203158   0.2031576
## 73                 0.194315   0.190553   0.1905531
## 74                 0.194315   0.216399   0.2163990
## 75                 0.194315   0.237962   0.2379620
## 76                 0.194315   0.210094   0.2100941
## 77                 0.194315   0.194893   0.1948926
## 78                 0.194315   0.184393   0.1843930
## 79                 0.194315   0.176387   0.1763873
## 80                 0.194315   0.193060   0.1930600
## 81                 0.194315   0.194158   0.1941579
## 82                 0.194315   0.184292   0.1842917
## 83                 0.194315   0.176300   0.1762998
## 84                 0.194315   0.169619   0.1696187
## 85                 0.194315   0.172237   0.1722374
## 86                 0.194315   0.182130   0.1821297
## 87                 0.194315   0.174508   0.1745081
## 88                 0.194315   0.168096   0.1680957
## 89                 0.194315   0.162584   0.1625839
## 90                 0.194315   0.157767   0.1577667
## 91                 0.194315   0.165216   0.1652165
## 92                 0.194315   0.160076   0.1600761
## 93                 0.194315   0.174772   0.1747726
## 94                 0.194315   0.182458   0.1824581
## 95                 0.194315   0.174780   0.1747795
## 96                 0.194315   0.168326   0.1683259
## 97                 0.194315   0.168556   0.1685560
## 98                 0.194315   0.181073   0.1810731
## 99                 0.194315   0.186783   0.1867825
## 100                0.194315   0.178342   0.1783417
## 101                0.194315   0.171341   0.1713404
## 102                0.194315   0.165386   0.1653857
## 103                0.194315   0.187109   0.1871096
## 104                0.194315   0.178610   0.1786101
## 105                0.194315   0.171567   0.1715670
## 106                0.194315   0.165582   0.1655819
## 107                0.194315   0.160397   0.1603971
## 108                0.194315   0.155838   0.1558383
## 109                0.194315   0.160873   0.1608726
## 110                0.194315   0.156259   0.1562594
## 111                0.194315   0.162172   0.1621723
## 112                0.194315   0.178936   0.1789364
## 113                0.194315   0.178673   0.1786723
## 114                0.194315   0.180926   0.1809256
## 115                0.194315   0.180644   0.1806446
## 116                0.194315   0.180317   0.1803166
## 117                0.194315   0.179941   0.1799412
## 118                0.194315   0.179622   0.1796219
## 119                0.194315   0.179306   0.1793057
## 120                0.194315   0.230990   0.2309898
## 121                0.194315   0.224905   0.2249050
## 122                0.194315   0.219821   0.2198207
## 123                0.194315   0.215652   0.2156517
## 124                0.194315   0.212306   0.2123057
## 125                0.194315   0.209281   0.2092811
## 126                0.194315   0.206760   0.2067603
## 127                0.194315   0.209077   0.2090767
## 128                0.194315   0.230203   0.2302029
## 129                0.194315   0.240214   0.2402140
## 130                0.194315   0.231144   0.2311442
## 131                0.194315   0.236580   0.2365800
## 132                0.194315   0.228582   0.2285821
## 133                0.194315   0.222757   0.2227565
## 134                0.194315   0.218213   0.2182130
## 135                0.194315   0.214337   0.2143367
## 136                0.194315   0.211011   0.2110115
## 137                0.194315   0.208178   0.2081780
## 138                0.194315   0.205631   0.2056306
## 139                0.194315   0.203309   0.2033090
## 140                0.194315   0.201422   0.2014224
## 141                0.194315   0.201953   0.2019527
## 142                0.194315   0.215202   0.2152019
## 143                0.194315   0.216015   0.2160149
## 144                0.194315   0.213084   0.2130839
## 145                0.194315   0.210762   0.2107623
## 146                0.194315   0.207991   0.2079913
## 147                0.194315   0.205521   0.2055205
## 148                0.194315   0.203283   0.2032833
## 149                0.194315   0.201258   0.2012580
## 150                0.194315   0.208669   0.2086695

validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()

#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
  validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }

validationsmKGElistsite2

## [[1]]
## [1] 0.4854674
## 
## [[2]]
## [1] 0.1091867
## 
## [[3]]
## [1] 0.4217202
## 
## [[4]]
## [1] 0.1140962
## 
## [[5]]
## [1] -0.1167456
## 
## [[6]]
## [1] 0.2387011
## 
## [[7]]
## [1] 0.3258383
## 
## [[8]]
## [1] 0.6135313
## 
## [[9]]
## [1] 0.1589373
## 
## [[10]]
## [1] 0.5138266
## 
## [[11]]
## [1] 0.3329361
## 
## [[12]]
## [1] 0.06547789
## 
## [[13]]
## [1] 0.6238986
## 
## [[14]]
## [1] 0.6450065
## 
## [[15]]
## [1] 0.4547394
## 
## [[16]]
## [1] 0.4137457
## 
## [[17]]
## [1] 0.5311074
## 
## [[18]]
## [1] -0.05965909
## 
## [[19]]
## [1] 0.3583722
## 
## [[20]]
## [1] 0.4448992
## 
## [[21]]
## [1] 0.408743
## 
## [[22]]
## [1] 0.5903872
## 
## [[23]]
## [1] 0.5013018
## 
## [[24]]
## [1] -0.1571437
## 
## [[25]]
## [1] -0.1533984
## 
## [[26]]
## [1] 0.5095231
## 
## [[27]]
## [1] 0.4804893
## 
## [[28]]
## [1] 0.5779515
## 
## [[29]]
## [1] 0.5022257
## 
## [[30]]
## [1] 0.43016
## 
## [[31]]
## [1] 0.56826
## 
## [[32]]
## [1] 0.586994
## 
## [[33]]
## [1] 0.3523571
## 
## [[34]]
## [1] 0.5457055
## 
## [[35]]
## [1] 0.50581
## 
## [[36]]
## [1] 0.523199
## 
## [[37]]
## [1] 0.475945
## 
## [[38]]
## [1] 0.4493704
## 
## [[39]]
## [1] 0.513961
## 
## [[40]]
## [1] 0.616023
## 
## [[41]]
## [1] 0.5084534
## 
## [[42]]
## [1] 0.2272551
## 
## [[43]]
## [1] 0.4990064
## 
## [[44]]
## [1] 0.4018652
## 
## [[45]]
## [1] 0.3966357
## 
## [[46]]
## [1] 0.6800006
## 
## [[47]]
## [1] 0.4826265
## 
## [[48]]
## [1] 0.3678113
## 
## [[49]]
## [1] 0.1648239
## 
## [[50]]
## [1] 0.4761915
## 
## [[51]]
## [1] 0.4463468
## 
## [[52]]
## [1] 0.3891562
## 
## [[53]]
## [1] 0.4123952
## 
## [[54]]
## [1] 0.3850771
## 
## [[55]]
## [1] 0.3312664
## 
## [[56]]
## [1] 0.2243342
## 
## [[57]]
## [1] 0.01968908
## 
## [[58]]
## [1] 0.2158838
## 
## [[59]]
## [1] 0.5269641
## 
## [[60]]
## [1] 0.5950019
## 
## [[61]]
## [1] 0.4620733
## 
## [[62]]
## [1] 0.4822938
## 
## [[63]]
## [1] 0.5065628
## 
## [[64]]
## [1] 0.3773655
## 
## [[65]]
## [1] 0.1329952
## 
## [[66]]
## [1] 0.5319586
## 
## [[67]]
## [1] 0.2345813
## 
## [[68]]
## [1] 0.5977695
## 
## [[69]]
## [1] 0.6130188
## 
## [[70]]
## [1] 0.1847171
## 
## [[71]]
## [1] 0.5786139
## 
## [[72]]
## [1] 0.4649404
## 
## [[73]]
## [1] 0.3225759
## 
## [[74]]
## [1] 0.3249467
## 
## [[75]]
## [1] -0.0833581
## 
## [[76]]
## [1] 0.3984298
## 
## [[77]]
## [1] 0.5282499
## 
## [[78]]
## [1] 0.05938945
## 
## [[79]]
## [1] 0.3591221
## 
## [[80]]
## [1] 0.3147699
## 
## [[81]]
## [1] 0.1853468
## 
## [[82]]
## [1] 0.4192392
## 
## [[83]]
## [1] 0.5070157
## 
## [[84]]
## [1] 0.802426
## 
## [[85]]
## [1] 0.6524669
## 
## [[86]]
## [1] 0.5151702
## 
## [[87]]
## [1] 0.5258593
## 
## [[88]]
## [1] 0.5017961
## 
## [[89]]
## [1] 0.4931862
## 
## [[90]]
## [1] 0.5796745
## 
## [[91]]
## [1] 0.4687028
## 
## [[92]]
## [1] 0.3970621
## 
## [[93]]
## [1] 0.7325716
## 
## [[94]]
## [1] 0.5100348
## 
## [[95]]
## [1] -0.07230564
## 
## [[96]]
## [1] 0.4399287
## 
## [[97]]
## [1] 0.6063982
## 
## [[98]]
## [1] 0.5517981
## 
## [[99]]
## [1] 0.4026486
## 
## [[100]]
## [1] 0.5002267

RSS - Explore Site 2 ## not updated 6/27

# 
# 'Exploring Site 2 RSS'
# 
# 
# cwws32valrss2_run1
# 
# {plot(cwws32valrss2_run1$bd$date, (cwws32valrss2_run1$bd$rz_storage/cwws32valrss2_run1$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm1$Date,valmergesm1$Site2, col = 'BLUE', lty = 3)}
# 
# 
# 
# {plot(cwws32valrss2_run3$bd$date, (cwws32valrss2_run3$bd$rz_storage/cwws32valrss2_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
# 
# paste0("valmergesm",i,"$rootzonevwc")
# 
# plot((valmergesm3$root_zone.S*valmergesm3$potential_rz_store)/(valmergesm3$root.depth), type = "l")
# plot(valmergesm3$Date, (valmergesm3$rz_storage/valmergesm3$root.depth), type = "l")
# plot(valmergesm3$Date, valmergesm3$Site2, type = "l")
# 
# 
# {plot(cwws32valrss2_run3$pd$date, (cwws32valrss2_run3$pd$rz_storage/cwws32valrss2_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
# lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
# 
# 
# {plot(cwws32valrss2_run3$pd$date, ((cwws32valrss2_run3$pd$root_zone.S*cwws32valrss2_run3$pd$potential_rz_store)/cwws32valrss2_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
# lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
# 
# paste0("valmergesm",i,"$rootzonevwc")
# 
# 
# {plot(cwws32valrss2_run3$bd$date, (cwws32valrss2_run3$bd$rz_storage/cwws32valrss2_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
# 
# {plot(cwws32valrss2_run43$pd$date, (cwws32valrss2_run43$pd$rz_storage/cwws32valrss2_run43$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
# lines(valmergesm43$Date,valmergesm43$Site2, col = 'BLUE', lty = 3)}
# 
# {plot(cwws32valrss2_run43$bd$date, (cwws32valrss2_run43$bd$rz_storage/cwws32valrss2_run43$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm1$Date,valmergesm1$Site2, col = 'BLUE', lty = 3)}

prepare to run model 20 times for patch 3 - only for validation time series

RSS - run model in parallel

RSS - read n runs, create table and append to table

setwd(system.file("extdata/", package = "RHESSysIOinR"))

# Read in RHESSys Validation runs
for(i in 1:validationruns) { 
  temp_dataset<- read.csv(paste0("outputfilter/valws32patch3_",i,".csv"))
  temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
  temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat 
  assign(paste0("cwws32valrss3_run",i),temp_dataset)
}
##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss3_run",i))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()

#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
  validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite3

## [[1]]
## [1] -0.2856944
## 
## [[2]]
## [1] -0.203058
## 
## [[3]]
## [1] -1.006673
## 
## [[4]]
## [1] -0.0995197
## 
## [[5]]
## [1] -0.06455569
## 
## [[6]]
## [1] -0.2495252
## 
## [[7]]
## [1] -0.01550264
## 
## [[8]]
## [1] 0.2419092
## 
## [[9]]
## [1] -0.437523
## 
## [[10]]
## [1] -0.07924577
## 
## [[11]]
## [1] -0.2590761
## 
## [[12]]
## [1] -0.2578485
## 
## [[13]]
## [1] -0.8232914
## 
## [[14]]
## [1] -0.07317803
## 
## [[15]]
## [1] -0.207762
## 
## [[16]]
## [1] -0.2655081
## 
## [[17]]
## [1] -0.8706639
## 
## [[18]]
## [1] -0.7160884
## 
## [[19]]
## [1] -0.3804928
## 
## [[20]]
## [1] -0.6370733
## 
## [[21]]
## [1] -0.3022034
## 
## [[22]]
## [1] -0.5624115
## 
## [[23]]
## [1] 0.3494587
## 
## [[24]]
## [1] -0.2797451
## 
## [[25]]
## [1] -0.3045659
## 
## [[26]]
## [1] -0.56243
## 
## [[27]]
## [1] -0.8979426
## 
## [[28]]
## [1] -0.1650686
## 
## [[29]]
## [1] -0.8144671
## 
## [[30]]
## [1] -0.4496801
## 
## [[31]]
## [1] -0.342427
## 
## [[32]]
## [1] -0.7903334
## 
## [[33]]
## [1] -0.4028543
## 
## [[34]]
## [1] -0.1149943
## 
## [[35]]
## [1] 0.006493359
## 
## [[36]]
## [1] -0.6271369
## 
## [[37]]
## [1] -0.4179976
## 
## [[38]]
## [1] 0.3712828
## 
## [[39]]
## [1] -0.7181163
## 
## [[40]]
## [1] -0.1534308
## 
## [[41]]
## [1] 0.475835
## 
## [[42]]
## [1] 0.06437479
## 
## [[43]]
## [1] 0.06593233
## 
## [[44]]
## [1] 0.3760923
## 
## [[45]]
## [1] -0.562111
## 
## [[46]]
## [1] 0.4533139
## 
## [[47]]
## [1] -0.7188271
## 
## [[48]]
## [1] -0.5293184
## 
## [[49]]
## [1] -0.729916
## 
## [[50]]
## [1] -1.357344
## 
## [[51]]
## [1] 0.3411764
## 
## [[52]]
## [1] -0.6050006
## 
## [[53]]
## [1] -0.5099563
## 
## [[54]]
## [1] NA
## 
## [[55]]
## [1] -0.05042534
## 
## [[56]]
## [1] -0.4278669
## 
## [[57]]
## [1] -0.6698648
## 
## [[58]]
## [1] -1.072644
## 
## [[59]]
## [1] -1.192573
## 
## [[60]]
## [1] -0.60655
## 
## [[61]]
## [1] -0.6140255
## 
## [[62]]
## [1] -1.05069
## 
## [[63]]
## [1] -0.3569752
## 
## [[64]]
## [1] -0.6610563
## 
## [[65]]
## [1] -0.5888999
## 
## [[66]]
## [1] -1.01924
## 
## [[67]]
## [1] -0.02630857
## 
## [[68]]
## [1] -1.387968
## 
## [[69]]
## [1] -1.128426
## 
## [[70]]
## [1] -0.3382338
## 
## [[71]]
## [1] -0.395475
## 
## [[72]]
## [1] -0.5394055
## 
## [[73]]
## [1] 0.4508298
## 
## [[74]]
## [1] -0.4529589
## 
## [[75]]
## [1] -0.9643969
## 
## [[76]]
## [1] -1.509969
## 
## [[77]]
## [1] -0.7443079
## 
## [[78]]
## [1] -0.2224255
## 
## [[79]]
## [1] NA
## 
## [[80]]
## [1] -0.4215401
## 
## [[81]]
## [1] -0.6071069
## 
## [[82]]
## [1] -0.1491621
## 
## [[83]]
## [1] -0.7412924
## 
## [[84]]
## [1] -0.9441868
## 
## [[85]]
## [1] -0.5053451
## 
## [[86]]
## [1] -1.002486
## 
## [[87]]
## [1] -0.9257766
## 
## [[88]]
## [1] -0.1226985
## 
## [[89]]
## [1] -0.6197258
## 
## [[90]]
## [1] 0.3603764
## 
## [[91]]
## [1] -0.7630024
## 
## [[92]]
## [1] -0.6770833
## 
## [[93]]
## [1] -0.4849367
## 
## [[94]]
## [1] -0.461737
## 
## [[95]]
## [1] 0.007381758
## 
## [[96]]
## [1] -1.320662
## 
## [[97]]
## [1] -0.9340587
## 
## [[98]]
## [1] -0.2098371
## 
## [[99]]
## [1] 0.09640205
## 
## [[100]]
## [1] -0.007773893

valmergesm2

##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897188  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1         1    110 149478  149478   0.481172               0.205741
## 2         1    110 149478  149478   0.484470               0.205741
## 3         1    110 149478  149478   0.484470               0.205741
## 4         1    110 149478  149478   0.620266               0.205741
## 5         1    110 149478  149478   0.299197               0.205741
## 6         1    110 149478  149478   0.325535               0.205741
## 7         1    110 149478  149478   0.425580               0.205741
## 8         1    110 149478  149478   0.425580               0.205741
## 9         1    110 149478  149478   0.425580               0.205741
## 10        1    110 149478  149478   0.425580               0.205741
## 11        1    110 149478  149478   0.425580               0.205741
## 12        1    110 149478  149478   0.425580               0.205741
## 13        1    110 149478  149478   0.425580               0.205741
## 14        1    110 149478  149478   0.425580               0.205741
## 15        1    110 149478  149478   0.425580               0.205741
## 16        1    110 149478  149478   0.425580               0.205741
## 17        1    110 149478  149478   0.425580               0.205741
## 18        1    110 149478  149478   0.425580               0.205741
## 19        1    110 149478  149478   0.425580               0.205741
## 20        1    110 149478  149478   0.425580               0.205741
## 21        1    110 149478  149478   0.425580               0.205741
## 22        1    110 149478  149478   0.425580               0.205741
## 23        1    110 149478  149478   0.431029               0.205741
## 24        1    110 149478  149478   0.431029               0.205741
## 25        1    110 149478  149478   0.444775               0.205741
## 26        1    110 149478  149478   0.620266               0.205741
## 27        1    110 149478  149478   0.620266               0.205741
## 28        1    110 149478  149478   0.299197               0.205741
## 29        1    110 149478  149478   0.299197               0.205741
## 30        1    110 149478  149478   0.299197               0.205741
## 31        1    110 149478  149478   0.303547               0.205741
## 32        1    110 149478  149478   0.303547               0.205741
## 33        1    110 149478  149478   0.303547               0.205741
## 34        1    110 149478  149478   0.303547               0.205741
## 35        1    110 149478  149478   0.303547               0.205741
## 36        1    110 149478  149478   0.306899               0.205741
## 37        1    110 149478  149478   0.425634               0.205741
## 38        1    110 149478  149478   0.427833               0.205741
## 39        1    110 149478  149478   0.427833               0.205741
## 40        1    110 149478  149478   0.427833               0.205741
## 41        1    110 149478  149478   0.427833               0.205741
## 42        1    110 149478  149478   0.492649               0.205741
## 43        1    110 149478  149478   0.612484               0.205741
## 44        1    110 149478  149478   0.316253               0.205741
## 45        1    110 149478  149478   0.316253               0.205741
## 46        1    110 149478  149478   0.316253               0.205741
## 47        1    110 149478  149478   0.330497               0.205741
## 48        1    110 149478  149478   0.330497               0.205741
## 49        1    110 149478  149478   0.330497               0.205741
## 50        1    110 149478  149478   0.489315               0.205741
## 51        1    110 149478  149478   0.489315               0.205741
## 52        1    110 149478  149478   0.498063               0.205741
## 53        1    110 149478  149478   0.620266               0.205741
## 54        1    110 149478  149478   0.299199               0.205741
## 55        1    110 149478  149478   0.299199               0.205741
## 56        1    110 149478  149478   0.620266               0.205741
## 57        1    110 149478  149478   0.620266               0.205741
## 58        1    110 149478  149478   0.620266               0.205741
## 59        1    110 149478  149478   0.620266               0.205741
## 60        1    110 149478  149478   0.299195               0.205741
## 61        1    110 149478  149478   0.335427               0.205741
## 62        1    110 149478  149478   0.335427               0.205741
## 63        1    110 149478  149478   0.393647               0.205741
## 64        1    110 149478  149478   0.405741               0.205741
## 65        1    110 149478  149478   0.413436               0.205741
## 66        1    110 149478  149478   0.425530               0.205741
## 67        1    110 149478  149478   0.592638               0.205741
## 68        1    110 149478  149478   0.359748               0.205741
## 69        1    110 149478  149478   0.359748               0.205741
## 70        1    110 149478  149478   0.360799               0.205741
## 71        1    110 149478  149478   0.405874               0.205741
## 72        1    110 149478  149478   0.423465               0.205741
## 73        1    110 149478  149478   0.423465               0.205741
## 74        1    110 149478  149478   0.561941               0.205741
## 75        1    110 149478  149478   0.620266               0.205741
## 76        1    110 149478  149478   0.299194               0.205741
## 77        1    110 149478  149478   0.299194               0.205741
## 78        1    110 149478  149478   0.299194               0.205741
## 79        1    110 149478  149478   0.299194               0.205741
## 80        1    110 149478  149478   0.382700               0.205741
## 81        1    110 149478  149478   0.388197               0.205741
## 82        1    110 149478  149478   0.388197               0.205741
## 83        1    110 149478  149478   0.388197               0.205741
## 84        1    110 149478  149478   0.388197               0.205741
## 85        1    110 149478  149478   0.401342               0.205741
## 86        1    110 149478  149478   0.451366               0.205741
## 87        1    110 149478  149478   0.451366               0.205741
## 88        1    110 149478  149478   0.451366               0.205741
## 89        1    110 149478  149478   0.451366               0.205741
## 90        1    110 149478  149478   0.451366               0.205741
## 91        1    110 149478  149478   0.488698               0.205741
## 92        1    110 149478  149478   0.488698               0.205741
## 93        1    110 149478  149478   0.562310               0.205741
## 94        1    110 149478  149478   0.600789               0.205741
## 95        1    110 149478  149478   0.341882               0.205741
## 96        1    110 149478  149478   0.341882               0.205741
## 97        1    110 149478  149478   0.343534               0.205741
## 98        1    110 149478  149478   0.406199               0.205741
## 99        1    110 149478  149478   0.434783               0.205741
## 100       1    110 149478  149478   0.434783               0.205741
## 101       1    110 149478  149478   0.434783               0.205741
## 102       1    110 149478  149478   0.434783               0.205741
## 103       1    110 149478  149478   0.543576               0.205741
## 104       1    110 149478  149478   0.467276               0.205741
## 105       1    110 149478  149478   0.467276               0.205741
## 106       1    110 149478  149478   0.467276               0.205741
## 107       1    110 149478  149478   0.467276               0.205741
## 108       1    110 149478  149478   0.467276               0.205741
## 109       1    110 149478  149478   0.492514               0.205741
## 110       1    110 149478  149478   0.492514               0.205741
## 111       1    110 149478  149478   0.522150               0.205741
## 112       1    110 149478  149478   0.606371               0.205741
## 113       1    110 149478  149478   0.606371               0.205741
## 114       1    110 149478  149478   0.617981               0.205741
## 115       1    110 149478  149478   0.617981               0.205741
## 116       1    110 149478  149478   0.617981               0.205741
## 117       1    110 149478  149478   0.617981               0.205741
## 118       1    110 149478  149478   0.617981               0.205741
## 119       1    110 149478  149478   0.617981               0.205741
## 120       1    110 149478  149478   0.620266               0.205741
## 121       1    110 149478  149478   0.620266               0.205741
## 122       1    110 149478  149478   0.620266               0.205741
## 123       1    110 149478  149478   0.620266               0.205741
## 124       1    110 149478  149478   0.620266               0.205741
## 125       1    110 149478  149478   0.620266               0.205741
## 126       1    110 149478  149478   0.620266               0.205741
## 127       1    110 149478  149478   0.620266               0.205741
## 128       1    110 149478  149478   0.992497               0.205741
## 129       1    110 149478  149478   1.000000               0.205741
## 130       1    110 149478  149478   0.938236               0.205741
## 131       1    110 149478  149478   0.821131               0.205741
## 132       1    110 149478  149478   0.968686               0.205741
## 133       1    110 149478  149478   0.871562               0.205741
## 134       1    110 149478  149478   0.898627               0.205741
## 135       1    110 149478  149478   0.823058               0.205741
## 136       1    110 149478  149478   0.916528               0.205741
## 137       1    110 149478  149478   0.854031               0.205741
## 138       1    110 149478  149478   0.896885               0.205741
## 139       1    110 149478  149478   0.816220               0.205741
## 140       1    110 149478  149478   0.862647               0.205741
## 141       1    110 149478  149478   0.833000               0.205741
## 142       1    110 149478  149478   0.712308               0.205741
## 143       1    110 149478  149478   0.909153               0.205741
## 144       1    110 149478  149478   0.805836               0.205741
## 145       1    110 149478  149478   0.874007               0.205741
## 146       1    110 149478  149478   0.825227               0.205741
## 147       1    110 149478  149478   0.837292               0.205741
## 148       1    110 149478  149478   0.789611               0.205741
## 149       1    110 149478  149478   0.793441               0.205741
## 150       1    110 149478  149478   0.885286               0.205741
##     rootzone.field_capacity rz_storage rootzonevwc
## 1                  0.127614   0.098997  0.09899681
## 2                  0.127614   0.099675  0.09967534
## 3                  0.127614   0.099675  0.09967534
## 4                  0.127614   0.127614  0.12761415
## 5                  0.127614   0.061557  0.06155709
## 6                  0.127614   0.066976  0.06697590
## 7                  0.127614   0.087559  0.08755925
## 8                  0.127614   0.087559  0.08755925
## 9                  0.127614   0.087559  0.08755925
## 10                 0.127614   0.087559  0.08755925
## 11                 0.127614   0.087559  0.08755925
## 12                 0.127614   0.087559  0.08755925
## 13                 0.127614   0.087559  0.08755925
## 14                 0.127614   0.087559  0.08755925
## 15                 0.127614   0.087559  0.08755925
## 16                 0.127614   0.087559  0.08755925
## 17                 0.127614   0.087559  0.08755925
## 18                 0.127614   0.087559  0.08755925
## 19                 0.127614   0.087559  0.08755925
## 20                 0.127614   0.087559  0.08755925
## 21                 0.127614   0.087559  0.08755925
## 22                 0.127614   0.087559  0.08755925
## 23                 0.127614   0.088680  0.08868034
## 24                 0.127614   0.088680  0.08868034
## 25                 0.127614   0.091508  0.09150845
## 26                 0.127614   0.127614  0.12761415
## 27                 0.127614   0.127614  0.12761415
## 28                 0.127614   0.061557  0.06155709
## 29                 0.127614   0.061557  0.06155709
## 30                 0.127614   0.061557  0.06155709
## 31                 0.127614   0.062452  0.06245206
## 32                 0.127614   0.062452  0.06245206
## 33                 0.127614   0.062452  0.06245206
## 34                 0.127614   0.062452  0.06245206
## 35                 0.127614   0.062452  0.06245206
## 36                 0.127614   0.063142  0.06314171
## 37                 0.127614   0.087570  0.08757036
## 38                 0.127614   0.088023  0.08802279
## 39                 0.127614   0.088023  0.08802279
## 40                 0.127614   0.088023  0.08802279
## 41                 0.127614   0.088023  0.08802279
## 42                 0.127614   0.101358  0.10135810
## 43                 0.127614   0.126013  0.12601307
## 44                 0.127614   0.065066  0.06506621
## 45                 0.127614   0.065066  0.06506621
## 46                 0.127614   0.065066  0.06506621
## 47                 0.127614   0.067997  0.06799678
## 48                 0.127614   0.067997  0.06799678
## 49                 0.127614   0.067997  0.06799678
## 50                 0.127614   0.100672  0.10067216
## 51                 0.127614   0.100672  0.10067216
## 52                 0.127614   0.102472  0.10247198
## 53                 0.127614   0.127614  0.12761415
## 54                 0.127614   0.061558  0.06155750
## 55                 0.127614   0.061558  0.06155750
## 56                 0.127614   0.127614  0.12761415
## 57                 0.127614   0.127614  0.12761415
## 58                 0.127614   0.127614  0.12761415
## 59                 0.127614   0.127614  0.12761415
## 60                 0.127614   0.061557  0.06155668
## 61                 0.127614   0.069011  0.06901109
## 62                 0.127614   0.069011  0.06901109
## 63                 0.127614   0.080989  0.08098933
## 64                 0.127614   0.083477  0.08347756
## 65                 0.127614   0.085061  0.08506074
## 66                 0.127614   0.087549  0.08754897
## 67                 0.127614   0.121930  0.12192993
## 68                 0.127614   0.074015  0.07401491
## 69                 0.127614   0.074015  0.07401491
## 70                 0.127614   0.074231  0.07423115
## 71                 0.127614   0.083505  0.08350492
## 72                 0.127614   0.087124  0.08712411
## 73                 0.127614   0.087124  0.08712411
## 74                 0.127614   0.115614  0.11561430
## 75                 0.127614   0.127614  0.12761415
## 76                 0.127614   0.061556  0.06155647
## 77                 0.127614   0.061556  0.06155647
## 78                 0.127614   0.061556  0.06155647
## 79                 0.127614   0.061556  0.06155647
## 80                 0.127614   0.078737  0.07873708
## 81                 0.127614   0.079868  0.07986804
## 82                 0.127614   0.079868  0.07986804
## 83                 0.127614   0.079868  0.07986804
## 84                 0.127614   0.079868  0.07986804
## 85                 0.127614   0.082572  0.08257250
## 86                 0.127614   0.092865  0.09286449
## 87                 0.127614   0.092865  0.09286449
## 88                 0.127614   0.092865  0.09286449
## 89                 0.127614   0.092865  0.09286449
## 90                 0.127614   0.092865  0.09286449
## 91                 0.127614   0.100545  0.10054522
## 92                 0.127614   0.100545  0.10054522
## 93                 0.127614   0.115690  0.11569022
## 94                 0.127614   0.123607  0.12360693
## 95                 0.127614   0.070339  0.07033914
## 96                 0.127614   0.070339  0.07033914
## 97                 0.127614   0.070679  0.07067903
## 98                 0.127614   0.083572  0.08357179
## 99                 0.127614   0.089453  0.08945269
## 100                0.127614   0.089453  0.08945269
## 101                0.127614   0.089453  0.08945269
## 102                0.127614   0.089453  0.08945269
## 103                0.127614   0.111836  0.11183587
## 104                0.127614   0.096138  0.09613783
## 105                0.127614   0.096138  0.09613783
## 106                0.127614   0.096138  0.09613783
## 107                0.127614   0.096138  0.09613783
## 108                0.127614   0.096138  0.09613783
## 109                0.127614   0.101330  0.10133032
## 110                0.127614   0.101330  0.10133032
## 111                0.127614   0.107428  0.10742766
## 112                0.127614   0.124755  0.12475538
## 113                0.127614   0.124755  0.12475538
## 114                0.127614   0.127144  0.12714403
## 115                0.127614   0.127144  0.12714403
## 116                0.127614   0.127144  0.12714403
## 117                0.127614   0.127144  0.12714403
## 118                0.127614   0.127144  0.12714403
## 119                0.127614   0.127144  0.12714403
## 120                0.127614   0.127614  0.12761415
## 121                0.127614   0.127614  0.12761415
## 122                0.127614   0.127614  0.12761415
## 123                0.127614   0.127614  0.12761415
## 124                0.127614   0.127614  0.12761415
## 125                0.127614   0.127614  0.12761415
## 126                0.127614   0.127614  0.12761415
## 127                0.127614   0.127614  0.12761415
## 128                0.000958   0.000000  0.20419733
## 129                0.000000   0.000000  0.20574100
## 130                0.021196   0.021196  0.19303361
## 131                0.041240   0.029686  0.16894031
## 132                0.007936   0.006352  0.19929843
## 133                0.033545   0.027656  0.17931604
## 134                0.016757   0.006158  0.18488442
## 135                0.039708   0.027613  0.16933678
## 136                0.031575   0.031575  0.18856739
## 137                0.045076   0.042640  0.17570919
## 138                0.041961   0.041961  0.18452602
## 139                0.052626   0.047033  0.16792992
## 140                0.048846   0.048846  0.17748186
## 141                0.056489   0.056489  0.17138225
## 142                0.039396   0.004324  0.14655096
## 143                0.014835   0.005226  0.18705005
## 144                0.042135   0.027983  0.16579350
## 145                0.037291   0.034199  0.17981907
## 146                0.050639   0.045683  0.16978303
## 147                0.051042   0.048815  0.17226529
## 148                0.062481   0.057447  0.16245536
## 149                0.062481   0.058234  0.16324334
## 150                0.058840   0.058840  0.18213963

RSS - Explore Site 3 #not updated 6/27

# 
# 'Exploring Site 3 RSS'
# 
# 
# cwws32valrss3_run1
# 
# {plot(cwws32valrss3_run1$bd$date, (cwws32valrss3_run1$bd$rz_storage/cwws32valrss3_run1$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm1$Date,valmergesm1$Site3, col = 'BLUE', lty = 3)}
# 
# 
# 
# {plot(cwws32valrss3_run3$bd$date, (cwws32valrss3_run3$bd$rz_storage/cwws32valrss3_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
# 
# paste0("valmergesm",i,"$rootzonevwc")
# 
# plot((valmergesm3$root_zone.S*valmergesm3$potential_rz_store)/(valmergesm3$root.depth), type = "l")
# plot(valmergesm3$Date, (valmergesm3$rz_storage/valmergesm3$root.depth), type = "l")
# plot(valmergesm3$Date, valmergesm3$Site3, type = "l")
# 
# 
# {plot(cwws32valrss3_run3$pd$date, (cwws32valrss3_run3$pd$rz_storage/cwws32valrss3_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.45))
# lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
# 
# 
# {plot(cwws32valrss3_run3$pd$date, ((cwws32valrss3_run3$pd$root_zone.S*cwws32valrss3_run3$pd$potential_rz_store)/cwws32valrss3_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.45))
# lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
# 
# ## based on landscape position the previous two figures differ, the second figure does not count inundation as "0" VWC
# 
# #paste0("valmergesm",i,"$rootzonevwc")
# 
# 
# {plot(cwws32valrss3_run3$bd$date, (cwws32valrss3_run3$bd$rz_storage/cwws32valrss3_run3$bd$rootdepth), type = 'l', ylim = c(0.0,0.45))
# lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
# 
# {plot(cwws32valrss3_run43$pd$date, (cwws32valrss3_run43$pd$rz_storage/cwws32valrss3_run43$pd$root.depth), type = 'l', ylim = c(0.0,0.35))
# lines(valmergesm43$Date,valmergesm43$Site3, col = 'BLUE', lty = 3)}
# 
# {plot(cwws32valrss3_run43$bd$date, (cwws32valrss3_run43$bd$rz_storage/cwws32valrss3_run43$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm1$Date,valmergesm1$Site3, col = 'BLUE', lty = 3)}

RSS - merge all 3 sites

setwd(system.file("extdata/", package = "RHESSysIOinR"))

threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))


threesitevalidation<-threesitevalidation1

threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)

threesitevalidation

##             site1       site2        site3     allsites
## 1   -0.0148460557  0.48546738 -0.285694422  0.061642301
## 2   -0.0011484825  0.10918665 -0.203057988 -0.031673273
## 3   -0.0470102972  0.42172024 -1.006672603 -0.210654221
## 4   -0.0011572735  0.11409618 -0.099519696  0.004473070
## 5   -0.0086367513 -0.11674556 -0.064555693 -0.063312669
## 6    0.0059897705  0.23870113 -0.249525246 -0.001611450
## 7   -0.0257144202  0.32583827 -0.015502641  0.094873735
## 8   -0.0671120096  0.61353131  0.241909191  0.262776165
## 9   -0.0184053186  0.15893733 -0.437522962 -0.098996982
## 10  -0.0749516419  0.51382665 -0.079245773  0.119876410
## 11  -0.0652711681  0.33293612 -0.259076125  0.002862942
## 12   0.0015839387  0.06547789 -0.257848536 -0.063595569
## 13  -0.1177188766  0.62389857 -0.823291359 -0.105703887
## 14  -0.0871018943  0.64500649 -0.073178028  0.161575524
## 15  -0.0266928635  0.45473939 -0.207761986  0.073428180
## 16  -0.0434774799  0.41374568 -0.265508058  0.034920048
## 17  -0.0971749077  0.53110745 -0.870663923 -0.145577127
## 18  -0.0062713948 -0.05965909 -0.716088351 -0.260672946
## 19  -0.0732593636  0.35837218 -0.380492752 -0.031793313
## 20  -0.0634457976  0.44489924 -0.637073339 -0.085206634
## 21  -0.0564854868  0.40874304 -0.302203424  0.016684709
## 22  -0.1701339592  0.59038717 -0.562411481 -0.047386092
## 23  -0.1944062640  0.50130176  0.349458732  0.218784742
## 24  -0.0908971577 -0.15714373 -0.279745088 -0.175928660
## 25  -0.0967390621 -0.15339838 -0.304565914 -0.184901118
## 26  -0.0825683720  0.50952306 -0.562429951 -0.045158422
## 27  -0.1094993669  0.48048928 -0.897942644 -0.175650912
## 28  -0.1221706683  0.57795151 -0.165068588  0.096904085
## 29  -0.1166195840  0.50222569 -0.814467102 -0.142953666
## 30  -0.1342749624  0.43016003 -0.449680071 -0.051265001
## 31  -0.2113721677  0.56825997 -0.342426960  0.004820279
## 32  -0.0428095623  0.58699395 -0.790333395 -0.082049668
## 33  -0.0605930322  0.35235708 -0.402854256 -0.037030070
## 34  -0.1538341536  0.54570554 -0.114994323  0.092292356
## 35  -0.0994621417  0.50581001  0.006493359  0.137613743
## 36  -0.2125965537  0.52319901 -0.627136932 -0.105511493
## 37  -0.1691389883  0.47594496 -0.417997647 -0.037063892
## 38  -0.1146920259  0.44937042  0.371282840  0.235320410
## 39  -0.2172894769  0.51396097 -0.718116291 -0.140481599
## 40  -0.1688159385  0.61602301 -0.153430825  0.097925417
## 41  -0.1499535201  0.50845336  0.475835004  0.278111616
## 42  -0.3315738674  0.22725511  0.064374792 -0.013314655
## 43  -0.1807295309  0.49900636  0.065932335  0.128069722
## 44  -0.2708106517  0.40186517  0.376092258  0.169048926
## 45  -0.1058570140  0.39663569 -0.562110970 -0.090444099
## 46  -0.2509036680  0.68000064  0.453313913  0.294136963
## 47  -0.1692785365  0.48262645 -0.718827144 -0.135159742
## 48  -0.1599262667  0.36781131 -0.529318412 -0.107144456
## 49  -0.0512800943  0.16482390 -0.729915980 -0.205457390
## 50  -0.1846133066  0.47619155 -1.357344314 -0.355255358
## 51  -0.0376640715  0.44634679  0.341176386  0.249953036
## 52  -0.1679844042  0.38915619 -0.605000625 -0.127942947
## 53  -0.0763946097  0.41239517 -0.509956287 -0.057985243
## 54  -0.3055909589  0.38507710           NA           NA
## 55  -0.0466562600  0.33126639 -0.050425337  0.078061599
## 56   0.0005678582  0.22433417 -0.427866881 -0.067654952
## 57  -0.0696431937  0.01968908 -0.669864787 -0.239939633
## 58  -0.1852130473  0.21588376 -1.072644154 -0.347324479
## 59  -0.1866417834  0.52696406 -1.192572807 -0.284083509
## 60  -0.0966029911  0.59500191 -0.606549981 -0.036050355
## 61  -0.0515724213  0.46207326 -0.614025461 -0.067841540
## 62  -0.1816629966  0.48229385 -1.050689782 -0.250019643
## 63  -0.1117710035  0.50656278 -0.356975224  0.012605517
## 64  -0.0826089691  0.37736548 -0.661056263 -0.122099918
## 65  -0.0483163299  0.13299519 -0.588899862 -0.168073667
## 66  -0.1686076264  0.53195860 -1.019240143 -0.218629723
## 67   0.0154740996  0.23458131 -0.026308569  0.074582280
## 68  -0.2517505419  0.59776947 -1.387968381 -0.347316485
## 69  -0.1247291717  0.61301881 -1.128425943 -0.213378768
## 70  -0.0694499093  0.18471709 -0.338233810 -0.074322209
## 71  -0.1145306318  0.57861388 -0.395474971  0.022869428
## 72  -0.1072606071  0.46494039 -0.539405495 -0.060575237
## 73  -0.1042550628  0.32257588  0.450829762  0.223050193
## 74  -0.0188394286  0.32494673 -0.452958913 -0.048950537
## 75  -0.0434691925 -0.08335810 -0.964396899 -0.363741396
## 76  -0.3180939831  0.39842984 -1.509968978 -0.476544374
## 77  -0.1648099115  0.52824993 -0.744307916 -0.126955965
## 78  -0.1189501075  0.05938945 -0.222425542 -0.093995398
## 79  -0.1592604871  0.35912211           NA           NA
## 80  -0.0928021341  0.31476988 -0.421540081 -0.066524112
## 81  -0.1250372186  0.18534678 -0.607106935 -0.182265792
## 82  -0.1591638699  0.41923923 -0.149162092  0.036971089
## 83  -0.2621096821  0.50701567 -0.741292354 -0.165462123
## 84  -0.3267513673  0.80242599 -0.944186834 -0.156170736
## 85  -0.4356883390  0.65246694 -0.505345116 -0.096188840
## 86  -0.1981507324  0.51517016 -1.002485752 -0.228488773
## 87  -0.1568462833  0.52585926 -0.925776627 -0.185587884
## 88  -0.2536638825  0.50179606 -0.122698473  0.041811235
## 89  -0.1727285863  0.49318616 -0.619725779 -0.099756068
## 90  -0.3612060924  0.57967448  0.360376421  0.192948270
## 91  -0.0553470130  0.46870281 -0.763002434 -0.116548879
## 92  -0.0987217145  0.39706206 -0.677083313 -0.126247654
## 93  -0.0937407022  0.73257164 -0.484936677  0.051298087
## 94  -0.2111709200  0.51003481 -0.461736968 -0.054291025
## 95  -0.1647807079 -0.07230564  0.007381758 -0.076568196
## 96  -0.2356949442  0.43992873 -1.320662332 -0.372142847
## 97  -0.1160221916  0.60639818 -0.934058690 -0.147894234
## 98  -0.1293624911  0.55179814 -0.209837080  0.070866190
## 99  -0.3251603500  0.40264856  0.096402055  0.057963421
## 100 -0.2469331165  0.50022666 -0.007773893  0.081839883

boxplot(threesitevalidation1, main = "Boxplot of Patch Specific Soil Moisture KGE - RSS")

boxplot(threesitevalidation, main = "Boxplot of Patch Specific Soil Moisture KGE - RSS")

plot(validationsmKGElistsite1,validationsmKGElistsite3)

write.csv(threesitevalidation,'threesitevalidationrss.csv')

STATIC

run model n times for patch 1 - only for validation time series

setwd(system.file("extdata/", package = "RHESSysIOinR"))

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32static.world.Y2018M11D1H1.state.Y2018M11D1H1.state",
  world_hdr_prefix = "CWWS32static",
  flowtable = "CWWS32static.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valstatic1",
commandline_options = c(""))

input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

run static

setwd(system.file("extdata/", package = "RHESSysIOinR"))

n.cores <- parallel::detectCores() - 4  
  
my.cluster <- parallel::makeCluster(
    n.cores, 
    type = "PSOCK"
  )
doParallel::registerDoParallel(cl = my.cluster)

start_time = Sys.time()
  
  foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
    
    stdpars<- IOin_cmd_pars(m = topstatic[i,]$m,
                            k = topstatic[i,]$k,
                            soil_dep= topstatic[i,]$soil_dep,
                            m_v = topstatic[i,]$m_v,
                            k_v = topstatic[i,]$k_v,
                            gw1 = topstatic[i,]$gw1,
                            gw2 = topstatic[i,]$gw2,
                            pa = topstatic[i,]$pa,
                            po = topstatic[i,]$po,
                            vgseng1 = topstatic[i,]$vgseng1,
                            vgseng2 = topstatic[i,]$vgseng2,
                            vgseng3 = topstatic[i,]$vgseng3)
    
    run_rhessys_single(input_rhessys = input_rhessys,
                       hdr_files = input_hdr,
                       tec_data = input_tec_data,
                       cmd_pars = stdpars,
                       output_filter = c(patchfilterpatch1,patchfilterpatch2,patchfilterpatch3),
                       runID = i)
  } 

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  end_time = Sys.time()
  end_time - start_time

## Time difference of 34.51973 mins

read 20 runs, create table and append to table for patch 1

setwd(system.file("extdata/", package = "RHESSysIOinR"))

# Read in RHESSys Validation runs

for(i in 1:validationruns) { 
  temp_dataset<- read.csv(paste0("outputfilter/valws32patch1_",i,".csv"))
  temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
  temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat 
  assign(paste0("cwws32valstatic1_run",i),temp_dataset)
}

##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic1_run",i))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}

valmergesm1

##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897188  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1         1    112 136557  136557   0.359899                  0.451
## 2         1    112 136557  136557   0.361364                  0.451
## 3         1    112 136557  136557   0.353272                  0.451
## 4         1    112 136557  136557   0.416039                  0.451
## 5         1    112 136557  136557   0.402402                  0.451
## 6         1    112 136557  136557   0.413897                  0.451
## 7         1    112 136557  136557   0.458332                  0.451
## 8         1    112 136557  136557   0.438814                  0.451
## 9         1    112 136557  136557   0.422202                  0.451
## 10        1    112 136557  136557   0.407804                  0.451
## 11        1    112 136557  136557   0.395143                  0.451
## 12        1    112 136557  136557   0.383879                  0.451
## 13        1    112 136557  136557   0.373759                  0.451
## 14        1    112 136557  136557   0.364593                  0.451
## 15        1    112 136557  136557   0.356233                  0.451
## 16        1    112 136557  136557   0.348562                  0.451
## 17        1    112 136557  136557   0.341485                  0.451
## 18        1    112 136557  136557   0.334927                  0.451
## 19        1    112 136557  136557   0.328823                  0.451
## 20        1    112 136557  136557   0.323121                  0.451
## 21        1    112 136557  136557   0.317778                  0.451
## 22        1    112 136557  136557   0.312755                  0.451
## 23        1    112 136557  136557   0.314972                  0.451
## 24        1    112 136557  136557   0.310111                  0.451
## 25        1    112 136557  136557   0.316339                  0.451
## 26        1    112 136557  136557   0.478457                  0.451
## 27        1    112 136557  136557   0.546331                  0.451
## 28        1    112 136557  136557   0.508943                  0.451
## 29        1    112 136557  136557   0.480192                  0.451
## 30        1    112 136557  136557   0.457013                  0.451
## 31        1    112 136557  136557   0.458187                  0.451
## 32        1    112 136557  136557   0.438707                  0.451
## 33        1    112 136557  136557   0.422124                  0.451
## 34        1    112 136557  136557   0.407747                  0.451
## 35        1    112 136557  136557   0.395103                  0.451
## 36        1    112 136557  136557   0.383852                  0.451
## 37        1    112 136557  136557   0.439082                  0.451
## 38        1    112 136557  136557   0.440058                  0.451
## 39        1    112 136557  136557   0.423288                  0.451
## 40        1    112 136557  136557   0.408767                  0.451
## 41        1    112 136557  136557   0.396008                  0.451
## 42        1    112 136557  136557   0.424594                  0.451
## 43        1    112 136557  136557   0.477819                  0.451
## 44        1    112 136557  136557   0.455073                  0.451
## 45        1    112 136557  136557   0.436088                  0.451
## 46        1    112 136557  136557   0.419876                  0.451
## 47        1    112 136557  136557   0.425999                  0.451
## 48        1    112 136557  136557   0.411135                  0.451
## 49        1    112 136557  136557   0.398104                  0.451
## 50        1    112 136557  136557   0.468563                  0.451
## 51        1    112 136557  136557   0.447413                  0.451
## 52        1    112 136557  136557   0.451095                  0.451
## 53        1    112 136557  136557   0.545826                  0.451
## 54        1    112 136557  136557   0.508600                  0.451
## 55        1    112 136557  136557   0.479947                  0.451
## 56        1    112 136557  136557   0.589207                  0.451
## 57        1    112 136557  136557   0.547643                  0.451
## 58        1    112 136557  136557   0.553981                  0.451
## 59        1    112 136557  136557   0.547643                  0.451
## 60        1    112 136557  136557   0.509964                  0.451
## 61        1    112 136557  136557   0.525854                  0.451
## 62        1    112 136557  136557   0.493439                  0.451
## 63        1    112 136557  136557   0.519094                  0.451
## 64        1    112 136557  136557   0.524466                  0.451
## 65        1    112 136557  136557   0.527884                  0.451
## 66        1    112 136557  136557   0.533255                  0.451
## 67        1    112 136557  136557   0.576929                  0.451
## 68        1    112 136557  136557   0.515518                  0.451
## 69        1    112 136557  136557   0.485409                  0.451
## 70        1    112 136557  136557   0.485673                  0.451
## 71        1    112 136557  136557   0.505694                  0.451
## 72        1    112 136557  136557   0.513449                  0.451
## 73        1    112 136557  136557   0.512956                  0.451
## 74        1    112 136557  136557   0.556535                  0.451
## 75        1    112 136557  136557   0.579665                  0.451
## 76        1    112 136557  136557   0.548240                  0.451
## 77        1    112 136557  136557   0.546929                  0.451
## 78        1    112 136557  136557   0.546142                  0.451
## 79        1    112 136557  136557   0.545468                  0.451
## 80        1    112 136557  136557   0.562052                  0.451
## 81        1    112 136557  136557   0.547643                  0.451
## 82        1    112 136557  136557   0.547364                  0.451
## 83        1    112 136557  136557   0.546610                  0.451
## 84        1    112 136557  136557   0.546146                  0.451
## 85        1    112 136557  136557   0.547643                  0.451
## 86        1    112 136557  136557   0.553501                  0.451
## 87        1    112 136557  136557   0.547030                  0.451
## 88        1    112 136557  136557   0.546579                  0.451
## 89        1    112 136557  136557   0.545637                  0.451
## 90        1    112 136557  136557   0.544804                  0.451
## 91        1    112 136557  136557   0.547643                  0.451
## 92        1    112 136557  136557   0.546706                  0.451
## 93        1    112 136557  136557   0.559938                  0.451
## 94        1    112 136557  136557   0.549839                  0.451
## 95        1    112 136557  136557   0.547643                  0.451
## 96        1    112 136557  136557   0.546978                  0.451
## 97        1    112 136557  136557   0.546177                  0.451
## 98        1    112 136557  136557   0.556203                  0.451
## 99        1    112 136557  136557   0.547643                  0.451
## 100       1    112 136557  136557   0.547078                  0.451
## 101       1    112 136557  136557   0.546443                  0.451
## 102       1    112 136557  136557   0.545566                  0.451
## 103       1    112 136557  136557   0.569208                  0.451
## 104       1    112 136557  136557   0.547643                  0.451
## 105       1    112 136557  136557   0.546719                  0.451
## 106       1    112 136557  136557   0.545703                  0.451
## 107       1    112 136557  136557   0.544723                  0.451
## 108       1    112 136557  136557   0.543939                  0.451
## 109       1    112 136557  136557   0.547643                  0.451
## 110       1    112 136557  136557   0.546577                  0.451
## 111       1    112 136557  136557   0.547643                  0.451
## 112       1    112 136557  136557   0.563941                  0.451
## 113       1    112 136557  136557   0.547643                  0.451
## 114       1    112 136557  136557   0.547643                  0.451
## 115       1    112 136557  136557   0.546838                  0.451
## 116       1    112 136557  136557   0.545910                  0.451
## 117       1    112 136557  136557   0.544878                  0.451
## 118       1    112 136557  136557   0.544001                  0.451
## 119       1    112 136557  136557   0.543369                  0.451
## 120       1    112 136557  136557   0.591379                  0.451
## 121       1    112 136557  136557   0.554688                  0.451
## 122       1    112 136557  136557   0.546381                  0.451
## 123       1    112 136557  136557   0.545099                  0.451
## 124       1    112 136557  136557   0.544166                  0.451
## 125       1    112 136557  136557   0.542977                  0.451
## 126       1    112 136557  136557   0.542149                  0.451
## 127       1    112 136557  136557   0.547643                  0.451
## 128       1    112 136557  136557   0.547643                  0.451
## 129       1    112 136557  136557   0.568830                  0.451
## 130       1    112 136557  136557   0.547643                  0.451
## 131       1    112 136557  136557   0.560242                  0.451
## 132       1    112 136557  136557   0.547174                  0.451
## 133       1    112 136557  136557   0.546191                  0.451
## 134       1    112 136557  136557   0.545245                  0.451
## 135       1    112 136557  136557   0.543990                  0.451
## 136       1    112 136557  136557   0.542685                  0.451
## 137       1    112 136557  136557   0.541550                  0.451
## 138       1    112 136557  136557   0.540346                  0.451
## 139       1    112 136557  136557   0.539066                  0.451
## 140       1    112 136557  136557   0.537753                  0.451
## 141       1    112 136557  136557   0.541834                  0.451
## 142       1    112 136557  136557   0.557908                  0.451
## 143       1    112 136557  136557   0.547643                  0.451
## 144       1    112 136557  136557   0.547622                  0.451
## 145       1    112 136557  136557   0.547604                  0.451
## 146       1    112 136557  136557   0.541469                  0.451
## 147       1    112 136557  136557   0.535078                  0.451
## 148       1    112 136557  136557   0.528309                  0.451
## 149       1    112 136557  136557   0.521547                  0.451
## 150       1    112 136557  136557   0.539889                  0.451
##     rootzone.field_capacity rz_storage rootzonevwc
## 1                  0.246987   0.162314   0.1623144
## 2                  0.246987   0.162975   0.1629752
## 3                  0.246987   0.159326   0.1593257
## 4                  0.246987   0.187633   0.1876336
## 5                  0.246987   0.181483   0.1814833
## 6                  0.246987   0.186667   0.1866675
## 7                  0.246987   0.206708   0.2067077
## 8                  0.246987   0.197905   0.1979051
## 9                  0.246987   0.190413   0.1904131
## 10                 0.246987   0.183920   0.1839196
## 11                 0.246987   0.178210   0.1782095
## 12                 0.246987   0.173129   0.1731294
## 13                 0.246987   0.168565   0.1685653
## 14                 0.246987   0.164432   0.1644314
## 15                 0.246987   0.160661   0.1606611
## 16                 0.246987   0.157201   0.1572015
## 17                 0.246987   0.154010   0.1540097
## 18                 0.246987   0.151052   0.1510521
## 19                 0.246987   0.148299   0.1482992
## 20                 0.246987   0.145728   0.1457276
## 21                 0.246987   0.143318   0.1433179
## 22                 0.246987   0.141052   0.1410525
## 23                 0.246987   0.142052   0.1420524
## 24                 0.246987   0.139860   0.1398601
## 25                 0.246987   0.142669   0.1426689
## 26                 0.246987   0.215784   0.2157841
## 27                 0.246987   0.246395   0.2463953
## 28                 0.246987   0.229533   0.2295333
## 29                 0.246987   0.216567   0.2165666
## 30                 0.246987   0.206113   0.2061129
## 31                 0.246987   0.206642   0.2066423
## 32                 0.246987   0.197857   0.1978569
## 33                 0.246987   0.190378   0.1903779
## 34                 0.246987   0.183894   0.1838939
## 35                 0.246987   0.178192   0.1781915
## 36                 0.246987   0.173117   0.1731173
## 37                 0.246987   0.198026   0.1980260
## 38                 0.246987   0.198466   0.1984662
## 39                 0.246987   0.190903   0.1909029
## 40                 0.246987   0.184354   0.1843539
## 41                 0.246987   0.178600   0.1785996
## 42                 0.246987   0.191492   0.1914919
## 43                 0.246987   0.215496   0.2154964
## 44                 0.246987   0.205238   0.2052379
## 45                 0.246987   0.196676   0.1966757
## 46                 0.246987   0.189364   0.1893641
## 47                 0.246987   0.192126   0.1921255
## 48                 0.246987   0.185422   0.1854219
## 49                 0.246987   0.179545   0.1795449
## 50                 0.246987   0.211322   0.2113219
## 51                 0.246987   0.201783   0.2017833
## 52                 0.246987   0.203444   0.2034438
## 53                 0.246987   0.246168   0.2461675
## 54                 0.246987   0.229379   0.2293786
## 55                 0.246987   0.216456   0.2164561
## 56                 0.246987   0.265732   0.2657324
## 57                 0.246987   0.246987   0.2469870
## 58                 0.246987   0.249845   0.2498454
## 59                 0.246987   0.246987   0.2469870
## 60                 0.246987   0.229994   0.2299938
## 61                 0.246987   0.237160   0.2371602
## 62                 0.246987   0.222541   0.2225410
## 63                 0.246987   0.234112   0.2341114
## 64                 0.246987   0.236534   0.2365342
## 65                 0.246987   0.238076   0.2380757
## 66                 0.246987   0.240498   0.2404980
## 67                 0.246987   0.260195   0.2601950
## 68                 0.246987   0.232499   0.2324986
## 69                 0.246987   0.218920   0.2189195
## 70                 0.246987   0.219039   0.2190385
## 71                 0.246987   0.228068   0.2280680
## 72                 0.246987   0.231565   0.2315655
## 73                 0.246987   0.231343   0.2313432
## 74                 0.246987   0.250997   0.2509973
## 75                 0.246987   0.261429   0.2614289
## 76                 0.246987   0.247256   0.2472562
## 77                 0.246987   0.246665   0.2466650
## 78                 0.246987   0.246310   0.2463100
## 79                 0.246987   0.246006   0.2460061
## 80                 0.246987   0.253485   0.2534855
## 81                 0.246987   0.246987   0.2469870
## 82                 0.246987   0.246861   0.2468612
## 83                 0.246987   0.246521   0.2465211
## 84                 0.246987   0.246312   0.2463118
## 85                 0.246987   0.246987   0.2469870
## 86                 0.246987   0.249629   0.2496290
## 87                 0.246987   0.246711   0.2467105
## 88                 0.246987   0.246507   0.2465071
## 89                 0.246987   0.246082   0.2460823
## 90                 0.246987   0.245706   0.2457066
## 91                 0.246987   0.246987   0.2469870
## 92                 0.246987   0.246565   0.2465644
## 93                 0.246987   0.252532   0.2525320
## 94                 0.246987   0.247977   0.2479774
## 95                 0.246987   0.246987   0.2469870
## 96                 0.246987   0.246687   0.2466871
## 97                 0.246987   0.246326   0.2463258
## 98                 0.246987   0.250848   0.2508476
## 99                 0.246987   0.246987   0.2469870
## 100                0.246987   0.246732   0.2467322
## 101                0.246987   0.246446   0.2464458
## 102                0.246987   0.246050   0.2460503
## 103                0.246987   0.256713   0.2567128
## 104                0.246987   0.246987   0.2469870
## 105                0.246987   0.246570   0.2465703
## 106                0.246987   0.246112   0.2461121
## 107                0.246987   0.245670   0.2456701
## 108                0.246987   0.245316   0.2453165
## 109                0.246987   0.246987   0.2469870
## 110                0.246987   0.246506   0.2465062
## 111                0.246987   0.246987   0.2469870
## 112                0.246987   0.254338   0.2543374
## 113                0.246987   0.246987   0.2469870
## 114                0.246987   0.246987   0.2469870
## 115                0.246987   0.246624   0.2466239
## 116                0.246987   0.246206   0.2462054
## 117                0.246987   0.245740   0.2457400
## 118                0.246987   0.245345   0.2453445
## 119                0.246987   0.245059   0.2450594
## 120                0.246987   0.266712   0.2667119
## 121                0.246987   0.250164   0.2501643
## 122                0.246987   0.246418   0.2464178
## 123                0.246987   0.245839   0.2458396
## 124                0.246987   0.245419   0.2454189
## 125                0.246987   0.244883   0.2448826
## 126                0.246987   0.244509   0.2445092
## 127                0.246987   0.246987   0.2469870
## 128                0.246987   0.246987   0.2469870
## 129                0.246987   0.256542   0.2565423
## 130                0.246987   0.246987   0.2469870
## 131                0.246987   0.252669   0.2526691
## 132                0.246987   0.246775   0.2467755
## 133                0.246987   0.246332   0.2463321
## 134                0.246987   0.245905   0.2459055
## 135                0.246987   0.245340   0.2453395
## 136                0.246987   0.244751   0.2447509
## 137                0.246987   0.244239   0.2442390
## 138                0.246987   0.243696   0.2436960
## 139                0.246987   0.243119   0.2431188
## 140                0.246987   0.242527   0.2425266
## 141                0.246987   0.244367   0.2443671
## 142                0.246987   0.251617   0.2516165
## 143                0.246987   0.246987   0.2469870
## 144                0.246987   0.246978   0.2469775
## 145                0.246987   0.246969   0.2469694
## 146                0.246987   0.244203   0.2442025
## 147                0.246987   0.241320   0.2413202
## 148                0.246987   0.238267   0.2382674
## 149                0.246987   0.235218   0.2352177
## 150                0.246987   0.243490   0.2434899

validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
  validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }

validationsmKGElistsite1

## [[1]]
## [1] 0.2718064
## 
## [[2]]
## [1] -0.1703935
## 
## [[3]]
## [1] -1.121388
## 
## [[4]]
## [1] -0.9611448
## 
## [[5]]
## [1] -0.6103712
## 
## [[6]]
## [1] -0.854197
## 
## [[7]]
## [1] 0.4279596
## 
## [[8]]
## [1] -1.657932
## 
## [[9]]
## [1] -1.080096
## 
## [[10]]
## [1] 0.6147471
## 
## [[11]]
## [1] -0.7544889
## 
## [[12]]
## [1] -0.0615909
## 
## [[13]]
## [1] -0.9696938
## 
## [[14]]
## [1] -0.06184745
## 
## [[15]]
## [1] -0.2211266
## 
## [[16]]
## [1] -0.1603754
## 
## [[17]]
## [1] 0.1605156
## 
## [[18]]
## [1] 0.3886859
## 
## [[19]]
## [1] -0.4030199
## 
## [[20]]
## [1] 0.1560819
## 
## [[21]]
## [1] -1.03122
## 
## [[22]]
## [1] 0.4296376
## 
## [[23]]
## [1] -0.9797409
## 
## [[24]]
## [1] 0.4204454
## 
## [[25]]
## [1] 0.5327641
## 
## [[26]]
## [1] 0.6949237
## 
## [[27]]
## [1] -0.4845825
## 
## [[28]]
## [1] 0.6627986
## 
## [[29]]
## [1] 0.2142553
## 
## [[30]]
## [1] -0.4325884
## 
## [[31]]
## [1] 0.6329228
## 
## [[32]]
## [1] 0.2147668
## 
## [[33]]
## [1] 0.5059703
## 
## [[34]]
## [1] 0.4703412
## 
## [[35]]
## [1] -0.6142389
## 
## [[36]]
## [1] 0.5443599
## 
## [[37]]
## [1] 0.4616247
## 
## [[38]]
## [1] 0.3611512
## 
## [[39]]
## [1] -0.06275702
## 
## [[40]]
## [1] -0.3177538
## 
## [[41]]
## [1] 0.5038993
## 
## [[42]]
## [1] -0.763215
## 
## [[43]]
## [1] -0.6377724
## 
## [[44]]
## [1] -0.4323095
## 
## [[45]]
## [1] -0.100526
## 
## [[46]]
## [1] 0.1348397
## 
## [[47]]
## [1] 0.6465942
## 
## [[48]]
## [1] 0.5235118
## 
## [[49]]
## [1] 0.4991892
## 
## [[50]]
## [1] -0.006598081
## 
## [[51]]
## [1] -0.2117254
## 
## [[52]]
## [1] 0.1017475
## 
## [[53]]
## [1] 0.4622893
## 
## [[54]]
## [1] 0.08807425
## 
## [[55]]
## [1] 0.4715082
## 
## [[56]]
## [1] -0.2508537
## 
## [[57]]
## [1] -0.07110106
## 
## [[58]]
## [1] -0.5034013
## 
## [[59]]
## [1] -1.147392
## 
## [[60]]
## [1] 0.6628637
## 
## [[61]]
## [1] 0.2525669
## 
## [[62]]
## [1] -0.8053106
## 
## [[63]]
## [1] -0.5749386
## 
## [[64]]
## [1] 0.148109
## 
## [[65]]
## [1] 0.09274162
## 
## [[66]]
## [1] -0.1997542
## 
## [[67]]
## [1] 0.2151741
## 
## [[68]]
## [1] -0.0453826
## 
## [[69]]
## [1] 0.4873181
## 
## [[70]]
## [1] -0.251438
## 
## [[71]]
## [1] -0.3716989
## 
## [[72]]
## [1] -0.1441578
## 
## [[73]]
## [1] 0.5257761
## 
## [[74]]
## [1] 0.5801603
## 
## [[75]]
## [1] 0.4648624
## 
## [[76]]
## [1] 0.4415829
## 
## [[77]]
## [1] 0.002253002
## 
## [[78]]
## [1] -0.8588918
## 
## [[79]]
## [1] 0.6680526
## 
## [[80]]
## [1] -0.7409795
## 
## [[81]]
## [1] -0.535606
## 
## [[82]]
## [1] -0.2340643
## 
## [[83]]
## [1] 0.3093367
## 
## [[84]]
## [1] -0.05205898
## 
## [[85]]
## [1] 0.3120386
## 
## [[86]]
## [1] -0.2432726
## 
## [[87]]
## [1] 0.5438241
## 
## [[88]]
## [1] 0.3623054
## 
## [[89]]
## [1] 0.09021313
## 
## [[90]]
## [1] 0.5997373
## 
## [[91]]
## [1] 0.1863472
## 
## [[92]]
## [1] 0.2418637
## 
## [[93]]
## [1] -0.294431
## 
## [[94]]
## [1] 0.4057373
## 
## [[95]]
## [1] 0.50265
## 
## [[96]]
## [1] 0.5464844
## 
## [[97]]
## [1] -0.1260218
## 
## [[98]]
## [1] 0.05241295
## 
## [[99]]
## [1] -0.5764143
## 
## [[100]]
## [1] -0.3320439

prepare to run model 20 times for patch 2 - only for validation time series

run model in parallel

read 20 runs, create table and append to table

setwd(system.file("extdata/", package = "RHESSysIOinR"))

# Read in RHESSys Validation runs

for(i in 1:validationruns) { 
  temp_dataset<- read.csv(paste0("outputfilter/valws32patch2_",i,".csv"))
  temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
  temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat 
  assign(paste0("cwws32valstatic2_run",i),temp_dataset)
}

##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic2_run",i))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


valmergesm1

##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897188  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1         1    110 141942  141942   0.348882                  0.451
## 2         1    110 141942  141942   0.350347                  0.451
## 3         1    110 141942  141942   0.342550                  0.451
## 4         1    110 141942  141942   0.405505                  0.451
## 5         1    110 141942  141942   0.392116                  0.451
## 6         1    110 141942  141942   0.403800                  0.451
## 7         1    110 141942  141942   0.448236                  0.451
## 8         1    110 141942  141942   0.428858                  0.451
## 9         1    110 141942  141942   0.412414                  0.451
## 10        1    110 141942  141942   0.398194                  0.451
## 11        1    110 141942  141942   0.385713                  0.451
## 12        1    110 141942  141942   0.374627                  0.451
## 13        1    110 141942  141942   0.364680                  0.451
## 14        1    110 141942  141942   0.355682                  0.451
## 15        1    110 141942  141942   0.347482                  0.451
## 16        1    110 141942  141942   0.339965                  0.451
## 17        1    110 141942  141942   0.333036                  0.451
## 18        1    110 141942  141942   0.326619                  0.451
## 19        1    110 141942  141942   0.320650                  0.451
## 20        1    110 141942  141942   0.315078                  0.451
## 21        1    110 141942  141942   0.309859                  0.451
## 22        1    110 141942  141942   0.304956                  0.451
## 23        1    110 141942  141942   0.307361                  0.451
## 24        1    110 141942  141942   0.302606                  0.451
## 25        1    110 141942  141942   0.308480                  0.451
## 26        1    110 141942  141942   0.470598                  0.451
## 27        1    110 141942  141942   0.538473                  0.451
## 28        1    110 141942  141942   0.500581                  0.451
## 29        1    110 141942  141942   0.471677                  0.451
## 30        1    110 141942  141942   0.448498                  0.451
## 31        1    110 141942  141942   0.450242                  0.451
## 32        1    110 141942  141942   0.430748                  0.451
## 33        1    110 141942  141942   0.414208                  0.451
## 34        1    110 141942  141942   0.399908                  0.451
## 35        1    110 141942  141942   0.387358                  0.451
## 36        1    110 141942  141942   0.388573                  0.451
## 37        1    110 141942  141942   0.441310                  0.451
## 38        1    110 141942  141942   0.442286                  0.451
## 39        1    110 141942  141942   0.424089                  0.451
## 40        1    110 141942  141942   0.408520                  0.451
## 41        1    110 141942  141942   0.394971                  0.451
## 42        1    110 141942  141942   0.423745                  0.451
## 43        1    110 141942  141942   0.476970                  0.451
## 44        1    110 141942  141942   0.452946                  0.451
## 45        1    110 141942  141942   0.433115                  0.451
## 46        1    110 141942  141942   0.416321                  0.451
## 47        1    110 141942  141942   0.422633                  0.451
## 48        1    110 141942  141942   0.407307                  0.451
## 49        1    110 141942  141942   0.393946                  0.451
## 50        1    110 141942  141942   0.464241                  0.451
## 51        1    110 141942  141942   0.442562                  0.451
## 52        1    110 141942  141942   0.446433                  0.451
## 53        1    110 141942  141942   0.541164                  0.451
## 54        1    110 141942  141942   0.502948                  0.451
## 55        1    110 141942  141942   0.473824                  0.451
## 56        1    110 141942  141942   0.587607                  0.451
## 57        1    110 141942  141942   0.547643                  0.451
## 58        1    110 141942  141942   0.553981                  0.451
## 59        1    110 141942  141942   0.547643                  0.451
## 60        1    110 141942  141942   0.507787                  0.451
## 61        1    110 141942  141942   0.523865                  0.451
## 62        1    110 141942  141942   0.490075                  0.451
## 63        1    110 141942  141942   0.515919                  0.451
## 64        1    110 141942  141942   0.521291                  0.451
## 65        1    110 141942  141942   0.524709                  0.451
## 66        1    110 141942  141942   0.530080                  0.451
## 67        1    110 141942  141942   0.575269                  0.451
## 68        1    110 141942  141942   0.512234                  0.451
## 69        1    110 141942  141942   0.481209                  0.451
## 70        1    110 141942  141942   0.481662                  0.451
## 71        1    110 141942  141942   0.501682                  0.451
## 72        1    110 141942  141942   0.509495                  0.451
## 73        1    110 141942  141942   0.479117                  0.451
## 74        1    110 141942  141942   0.540608                  0.451
## 75        1    110 141942  141942   0.576186                  0.451
## 76        1    110 141942  141942   0.512765                  0.451
## 77        1    110 141942  141942   0.481694                  0.451
## 78        1    110 141942  141942   0.457052                  0.451
## 79        1    110 141942  141942   0.436773                  0.451
## 80        1    110 141942  141942   0.473848                  0.451
## 81        1    110 141942  141942   0.476290                  0.451
## 82        1    110 141942  141942   0.452684                  0.451
## 83        1    110 141942  141942   0.433135                  0.451
## 84        1    110 141942  141942   0.416540                  0.451
## 85        1    110 141942  141942   0.422364                  0.451
## 86        1    110 141942  141942   0.444352                  0.451
## 87        1    110 141942  141942   0.426123                  0.451
## 88        1    110 141942  141942   0.410519                  0.451
## 89        1    110 141942  141942   0.396932                  0.451
## 90        1    110 141942  141942   0.384942                  0.451
## 91        1    110 141942  141942   0.401508                  0.451
## 92        1    110 141942  141942   0.389004                  0.451
## 93        1    110 141942  141942   0.421685                  0.451
## 94        1    110 141942  141942   0.438776                  0.451
## 95        1    110 141942  141942   0.421417                  0.451
## 96        1    110 141942  141942   0.406473                  0.451
## 97        1    110 141942  141942   0.406975                  0.451
## 98        1    110 141942  141942   0.434809                  0.451
## 99        1    110 141942  141942   0.447505                  0.451
## 100       1    110 141942  141942   0.428856                  0.451
## 101       1    110 141942  141942   0.412931                  0.451
## 102       1    110 141942  141942   0.399093                  0.451
## 103       1    110 141942  141942   0.447400                  0.451
## 104       1    110 141942  141942   0.428785                  0.451
## 105       1    110 141942  141942   0.412886                  0.451
## 106       1    110 141942  141942   0.399068                  0.451
## 107       1    110 141942  141942   0.386889                  0.451
## 108       1    110 141942  141942   0.376034                  0.451
## 109       1    110 141942  141942   0.387230                  0.451
## 110       1    110 141942  141942   0.376345                  0.451
## 111       1    110 141942  141942   0.389493                  0.451
## 112       1    110 141942  141942   0.426768                  0.451
## 113       1    110 141942  141942   0.426178                  0.451
## 114       1    110 141942  141942   0.431185                  0.451
## 115       1    110 141942  141942   0.430556                  0.451
## 116       1    110 141942  141942   0.429823                  0.451
## 117       1    110 141942  141942   0.428983                  0.451
## 118       1    110 141942  141942   0.428268                  0.451
## 119       1    110 141942  141942   0.427555                  0.451
## 120       1    110 141942  141942   0.547643                  0.451
## 121       1    110 141942  141942   0.547406                  0.451
## 122       1    110 141942  141942   0.546090                  0.451
## 123       1    110 141942  141942   0.544679                  0.451
## 124       1    110 141942  141942   0.543692                  0.451
## 125       1    110 141942  141942   0.542406                  0.451
## 126       1    110 141942  141942   0.541487                  0.451
## 127       1    110 141942  141942   0.547643                  0.451
## 128       1    110 141942  141942   0.547643                  0.451
## 129       1    110 141942  141942   0.568697                  0.451
## 130       1    110 141942  141942   0.547643                  0.451
## 131       1    110 141942  141942   0.560177                  0.451
## 132       1    110 141942  141942   0.547007                  0.451
## 133       1    110 141942  141942   0.545881                  0.451
## 134       1    110 141942  141942   0.544850                  0.451
## 135       1    110 141942  141942   0.543508                  0.451
## 136       1    110 141942  141942   0.542129                  0.451
## 137       1    110 141942  141942   0.540927                  0.451
## 138       1    110 141942  141942   0.539668                  0.451
## 139       1    110 141942  141942   0.538357                  0.451
## 140       1    110 141942  141942   0.537594                  0.451
## 141       1    110 141942  141942   0.542097                  0.451
## 142       1    110 141942  141942   0.558417                  0.451
## 143       1    110 141942  141942   0.547643                  0.451
## 144       1    110 141942  141942   0.547643                  0.451
## 145       1    110 141942  141942   0.547643                  0.451
## 146       1    110 141942  141942   0.546522                  0.451
## 147       1    110 141942  141942   0.545399                  0.451
## 148       1    110 141942  141942   0.544265                  0.451
## 149       1    110 141942  141942   0.543174                  0.451
## 150       1    110 141942  141942   0.549011                  0.451
##     rootzone.field_capacity rz_storage rootzonevwc
## 1                  0.246987   0.157346   0.1573458
## 2                  0.246987   0.158006   0.1580065
## 3                  0.246987   0.154490   0.1544901
## 4                  0.246987   0.182883   0.1828828
## 5                  0.246987   0.176845   0.1768443
## 6                  0.246987   0.182114   0.1821138
## 7                  0.246987   0.202154   0.2021544
## 8                  0.246987   0.193415   0.1934150
## 9                  0.246987   0.185999   0.1859987
## 10                 0.246987   0.179586   0.1795855
## 11                 0.246987   0.173957   0.1739566
## 12                 0.246987   0.168957   0.1689568
## 13                 0.246987   0.164471   0.1644707
## 14                 0.246987   0.160412   0.1604126
## 15                 0.246987   0.156714   0.1567144
## 16                 0.246987   0.153324   0.1533242
## 17                 0.246987   0.150199   0.1501992
## 18                 0.246987   0.147305   0.1473052
## 19                 0.246987   0.144613   0.1446131
## 20                 0.246987   0.142100   0.1421002
## 21                 0.246987   0.139747   0.1397464
## 22                 0.246987   0.137535   0.1375352
## 23                 0.246987   0.138620   0.1386198
## 24                 0.246987   0.136475   0.1364753
## 25                 0.246987   0.139125   0.1391245
## 26                 0.246987   0.212240   0.2122397
## 27                 0.246987   0.242851   0.2428513
## 28                 0.246987   0.225762   0.2257620
## 29                 0.246987   0.212726   0.2127263
## 30                 0.246987   0.202273   0.2022726
## 31                 0.246987   0.203059   0.2030591
## 32                 0.246987   0.194267   0.1942673
## 33                 0.246987   0.186808   0.1868078
## 34                 0.246987   0.180359   0.1803585
## 35                 0.246987   0.174698   0.1746985
## 36                 0.246987   0.175246   0.1752464
## 37                 0.246987   0.199031   0.1990308
## 38                 0.246987   0.199471   0.1994710
## 39                 0.246987   0.191264   0.1912641
## 40                 0.246987   0.184242   0.1842425
## 41                 0.246987   0.178132   0.1781319
## 42                 0.246987   0.191109   0.1911090
## 43                 0.246987   0.215114   0.2151135
## 44                 0.246987   0.204278   0.2042786
## 45                 0.246987   0.195335   0.1953349
## 46                 0.246987   0.187761   0.1877608
## 47                 0.246987   0.190607   0.1906075
## 48                 0.246987   0.183695   0.1836955
## 49                 0.246987   0.177670   0.1776696
## 50                 0.246987   0.209373   0.2093727
## 51                 0.246987   0.199596   0.1995955
## 52                 0.246987   0.201341   0.2013413
## 53                 0.246987   0.244065   0.2440650
## 54                 0.246987   0.226830   0.2268295
## 55                 0.246987   0.213694   0.2136946
## 56                 0.246987   0.265011   0.2650108
## 57                 0.246987   0.246987   0.2469870
## 58                 0.246987   0.249845   0.2498454
## 59                 0.246987   0.246987   0.2469870
## 60                 0.246987   0.229012   0.2290119
## 61                 0.246987   0.236263   0.2362631
## 62                 0.246987   0.221024   0.2210238
## 63                 0.246987   0.232680   0.2326795
## 64                 0.246987   0.235102   0.2351022
## 65                 0.246987   0.236644   0.2366438
## 66                 0.246987   0.239066   0.2390661
## 67                 0.246987   0.259446   0.2594463
## 68                 0.246987   0.231017   0.2310175
## 69                 0.246987   0.217025   0.2170253
## 70                 0.246987   0.217229   0.2172296
## 71                 0.246987   0.226259   0.2262586
## 72                 0.246987   0.229782   0.2297822
## 73                 0.246987   0.216082   0.2160818
## 74                 0.246987   0.243814   0.2438142
## 75                 0.246987   0.259860   0.2598599
## 76                 0.246987   0.231257   0.2312570
## 77                 0.246987   0.217244   0.2172440
## 78                 0.246987   0.206131   0.2061305
## 79                 0.246987   0.196985   0.1969846
## 80                 0.246987   0.213706   0.2137054
## 81                 0.246987   0.214807   0.2148068
## 82                 0.246987   0.204160   0.2041605
## 83                 0.246987   0.195344   0.1953439
## 84                 0.246987   0.187860   0.1878595
## 85                 0.246987   0.190486   0.1904862
## 86                 0.246987   0.200403   0.2004028
## 87                 0.246987   0.192181   0.1921815
## 88                 0.246987   0.185144   0.1851441
## 89                 0.246987   0.179016   0.1790163
## 90                 0.246987   0.173609   0.1736088
## 91                 0.246987   0.181080   0.1810801
## 92                 0.246987   0.175441   0.1754408
## 93                 0.246987   0.190180   0.1901799
## 94                 0.246987   0.197888   0.1978880
## 95                 0.246987   0.190059   0.1900591
## 96                 0.246987   0.183319   0.1833193
## 97                 0.246987   0.183546   0.1835457
## 98                 0.246987   0.196099   0.1960989
## 99                 0.246987   0.201825   0.2018248
## 100                0.246987   0.193414   0.1934141
## 101                0.246987   0.186232   0.1862319
## 102                0.246987   0.179991   0.1799909
## 103                0.246987   0.201777   0.2017774
## 104                0.246987   0.193382   0.1933820
## 105                0.246987   0.186212   0.1862116
## 106                0.246987   0.179979   0.1799797
## 107                0.246987   0.174487   0.1744869
## 108                0.246987   0.169591   0.1695913
## 109                0.246987   0.174641   0.1746407
## 110                0.246987   0.169731   0.1697316
## 111                0.246987   0.175661   0.1756613
## 112                0.246987   0.192472   0.1924724
## 113                0.246987   0.192206   0.1922063
## 114                0.246987   0.194464   0.1944644
## 115                0.246987   0.194181   0.1941808
## 116                0.246987   0.193850   0.1938502
## 117                0.246987   0.193471   0.1934713
## 118                0.246987   0.193149   0.1931489
## 119                0.246987   0.192827   0.1928273
## 120                0.246987   0.246987   0.2469870
## 121                0.246987   0.246880   0.2468801
## 122                0.246987   0.246287   0.2462866
## 123                0.246987   0.245650   0.2456502
## 124                0.246987   0.245205   0.2452051
## 125                0.246987   0.244625   0.2446251
## 126                0.246987   0.244211   0.2442106
## 127                0.246987   0.246987   0.2469870
## 128                0.246987   0.246987   0.2469870
## 129                0.246987   0.256482   0.2564823
## 130                0.246987   0.246987   0.2469870
## 131                0.246987   0.252640   0.2526398
## 132                0.246987   0.246700   0.2467002
## 133                0.246987   0.246192   0.2461923
## 134                0.246987   0.245727   0.2457273
## 135                0.246987   0.245122   0.2451221
## 136                0.246987   0.244500   0.2445002
## 137                0.246987   0.243958   0.2439581
## 138                0.246987   0.243390   0.2433903
## 139                0.246987   0.242799   0.2427990
## 140                0.246987   0.242455   0.2424549
## 141                0.246987   0.244486   0.2444857
## 142                0.246987   0.251846   0.2518461
## 143                0.246987   0.246987   0.2469870
## 144                0.246987   0.246987   0.2469870
## 145                0.246987   0.246987   0.2469870
## 146                0.246987   0.246481   0.2464814
## 147                0.246987   0.245975   0.2459749
## 148                0.246987   0.245464   0.2454635
## 149                0.246987   0.244971   0.2449715
## 150                0.246987   0.247604   0.2476040

validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
  validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite2

## [[1]]
## [1] 0.1731964
## 
## [[2]]
## [1] -0.03567015
## 
## [[3]]
## [1] -0.8330196
## 
## [[4]]
## [1] -0.6472866
## 
## [[5]]
## [1] -0.3717473
## 
## [[6]]
## [1] -0.5839886
## 
## [[7]]
## [1] 0.3970429
## 
## [[8]]
## [1] 0.274838
## 
## [[9]]
## [1] -0.8013467
## 
## [[10]]
## [1] 0.6367595
## 
## [[11]]
## [1] -0.4785325
## 
## [[12]]
## [1] 0.05880642
## 
## [[13]]
## [1] -0.6597659
## 
## [[14]]
## [1] 0.03816512
## 
## [[15]]
## [1] -0.07515782
## 
## [[16]]
## [1] -0.03111979
## 
## [[17]]
## [1] 0.2239091
## 
## [[18]]
## [1] 0.3946447
## 
## [[19]]
## [1] -0.1909707
## 
## [[20]]
## [1] 0.2109201
## 
## [[21]]
## [1] -0.731096
## 
## [[22]]
## [1] 0.4187629
## 
## [[23]]
## [1] -0.722119
## 
## [[24]]
## [1] 0.4031864
## 
## [[25]]
## [1] 0.5350875
## 
## [[26]]
## [1] 0.596043
## 
## [[27]]
## [1] -0.2880517
## 
## [[28]]
## [1] 0.5515506
## 
## [[29]]
## [1] 0.2060417
## 
## [[30]]
## [1] -0.2451858
## 
## [[31]]
## [1] 0.5891983
## 
## [[32]]
## [1] 0.2157558
## 
## [[33]]
## [1] 0.4839645
## 
## [[34]]
## [1] -0.8511162
## 
## [[35]]
## [1] -0.530745
## 
## [[36]]
## [1] 0.5456013
## 
## [[37]]
## [1] 0.4753828
## 
## [[38]]
## [1] 0.386575
## 
## [[39]]
## [1] -0.007983589
## 
## [[40]]
## [1] -0.1189127
## 
## [[41]]
## [1] 0.4870013
## 
## [[42]]
## [1] -0.5051417
## 
## [[43]]
## [1] -0.4491761
## 
## [[44]]
## [1] -0.227447
## 
## [[45]]
## [1] 0.02632242
## 
## [[46]]
## [1] 0.1867765
## 
## [[47]]
## [1] 0.6993156
## 
## [[48]]
## [1] 0.5015
## 
## [[49]]
## [1] 0.5005307
## 
## [[50]]
## [1] 0.05851245
## 
## [[51]]
## [1] -0.2719179
## 
## [[52]]
## [1] 0.01527171
## 
## [[53]]
## [1] 0.4662561
## 
## [[54]]
## [1] 0.128397
## 
## [[55]]
## [1] 0.474452
## 
## [[56]]
## [1] -0.09986729
## 
## [[57]]
## [1] -0.025649
## 
## [[58]]
## [1] -0.3010102
## 
## [[59]]
## [1] -0.8035587
## 
## [[60]]
## [1] 0.6282866
## 
## [[61]]
## [1] 0.2710919
## 
## [[62]]
## [1] -0.5235344
## 
## [[63]]
## [1] -0.3584148
## 
## [[64]]
## [1] -0.07341919
## 
## [[65]]
## [1] 0.1547263
## 
## [[66]]
## [1] -0.1028694
## 
## [[67]]
## [1] 0.2385651
## 
## [[68]]
## [1] 0.03824912
## 
## [[69]]
## [1] 0.4802423
## 
## [[70]]
## [1] -0.1115351
## 
## [[71]]
## [1] -0.2063217
## 
## [[72]]
## [1] -0.04399422
## 
## [[73]]
## [1] 0.5135772
## 
## [[74]]
## [1] 0.5923788
## 
## [[75]]
## [1] 0.451929
## 
## [[76]]
## [1] 0.4415786
## 
## [[77]]
## [1] 0.02997068
## 
## [[78]]
## [1] -0.5923448
## 
## [[79]]
## [1] 0.7252164
## 
## [[80]]
## [1] -0.517615
## 
## [[81]]
## [1] -0.3610655
## 
## [[82]]
## [1] -0.1335036
## 
## [[83]]
## [1] 0.2769913
## 
## [[84]]
## [1] 0.01246348
## 
## [[85]]
## [1] 0.302012
## 
## [[86]]
## [1] 0.4806478
## 
## [[87]]
## [1] 0.4920933
## 
## [[88]]
## [1] 0.3093894
## 
## [[89]]
## [1] 0.07373995
## 
## [[90]]
## [1] 0.6136582
## 
## [[91]]
## [1] 0.1860886
## 
## [[92]]
## [1] 0.04268733
## 
## [[93]]
## [1] -0.1770946
## 
## [[94]]
## [1] 0.3882905
## 
## [[95]]
## [1] -0.352949
## 
## [[96]]
## [1] 0.5056448
## 
## [[97]]
## [1] -0.1873465
## 
## [[98]]
## [1] 0.1258978
## 
## [[99]]
## [1] 0.09675456
## 
## [[100]]
## [1] -0.01527109

prepare to run model 20 times for patch 3 - only for validation time series

run model in parallel

read 20 runs, create table and append to table

setwd(system.file("extdata/", package = "RHESSysIOinR"))

# Read in RHESSys Validation runs
for(i in 1:validationruns) { 
  temp_dataset<- read.csv(paste0("outputfilter/valws32patch3_",i,".csv"))
  temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
  temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat 
  assign(paste0("cwws32valstatic3_run",i),temp_dataset)
}


##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic3_run",i))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()

#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
  validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite3

## [[1]]
## [1] -0.2734634
## 
## [[2]]
## [1] -0.2775216
## 
## [[3]]
## [1] 0.0004735535
## 
## [[4]]
## [1] -0.0441067
## 
## [[5]]
## [1] 0.005599659
## 
## [[6]]
## [1] -0.08846397
## 
## [[7]]
## [1] -0.7363021
## 
## [[8]]
## [1] -0.08646196
## 
## [[9]]
## [1] -0.2894712
## 
## [[10]]
## [1] 0.01741461
## 
## [[11]]
## [1] -0.2955111
## 
## [[12]]
## [1] -0.4649302
## 
## [[13]]
## [1] -0.09215299
## 
## [[14]]
## [1] -0.1482774
## 
## [[15]]
## [1] -0.4961703
## 
## [[16]]
## [1] -0.1277806
## 
## [[17]]
## [1] -0.8795232
## 
## [[18]]
## [1] -0.7263031
## 
## [[19]]
## [1] -0.05525874
## 
## [[20]]
## [1] -0.3365559
## 
## [[21]]
## [1] -0.2527683
## 
## [[22]]
## [1] -0.9659863
## 
## [[23]]
## [1] -0.2920657
## 
## [[24]]
## [1] -0.6404297
## 
## [[25]]
## [1] -0.0476456
## 
## [[26]]
## [1] -0.04623039
## 
## [[27]]
## [1] 0.02202936
## 
## [[28]]
## [1] -0.4150218
## 
## [[29]]
## [1] 0.02536419
## 
## [[30]]
## [1] -0.007050265
## 
## [[31]]
## [1] -0.5305239
## 
## [[32]]
## [1] -0.5181637
## 
## [[33]]
## [1] 0.218394
## 
## [[34]]
## [1] -0.01434211
## 
## [[35]]
## [1] -0.1684292
## 
## [[36]]
## [1] 0.2691368
## 
## [[37]]
## [1] -0.6354583
## 
## [[38]]
## [1] -0.1334154
## 
## [[39]]
## [1] -0.125713
## 
## [[40]]
## [1] -0.1028776
## 
## [[41]]
## [1] NA
## 
## [[42]]
## [1] -0.3841605
## 
## [[43]]
## [1] -0.181972
## 
## [[44]]
## [1] 0.00327373
## 
## [[45]]
## [1] -0.4526344
## 
## [[46]]
## [1] -0.3803537
## 
## [[47]]
## [1] -0.3222949
## 
## [[48]]
## [1] -0.7487227
## 
## [[49]]
## [1] -1.216705
## 
## [[50]]
## [1] -0.02567963
## 
## [[51]]
## [1] -0.07826651
## 
## [[52]]
## [1] -0.2907742
## 
## [[53]]
## [1] -0.9914517
## 
## [[54]]
## [1] -0.4062875
## 
## [[55]]
## [1] -1.023281
## 
## [[56]]
## [1] -0.1738773
## 
## [[57]]
## [1] -0.2301567
## 
## [[58]]
## [1] -0.2015187
## 
## [[59]]
## [1] -0.581861
## 
## [[60]]
## [1] -1.011049
## 
## [[61]]
## [1] -0.4036809
## 
## [[62]]
## [1] -0.4001202
## 
## [[63]]
## [1] 0.0262731
## 
## [[64]]
## [1] 0.01756109
## 
## [[65]]
## [1] -0.4288186
## 
## [[66]]
## [1] -0.1233433
## 
## [[67]]
## [1] -0.5822362
## 
## [[68]]
## [1] -0.4429643
## 
## [[69]]
## [1] -0.7983636
## 
## [[70]]
## [1] -0.06210008
## 
## [[71]]
## [1] -0.06014182
## 
## [[72]]
## [1] -0.07366545
## 
## [[73]]
## [1] -1.333415
## 
## [[74]]
## [1] -0.2186933
## 
## [[75]]
## [1] -0.9370855
## 
## [[76]]
## [1] -0.7869413
## 
## [[77]]
## [1] -0.4764371
## 
## [[78]]
## [1] -0.2560707
## 
## [[79]]
## [1] 0.1292464
## 
## [[80]]
## [1] -0.2555058
## 
## [[81]]
## [1] -0.1319821
## 
## [[82]]
## [1] -0.01985597
## 
## [[83]]
## [1] -0.1439281
## 
## [[84]]
## [1] -0.304902
## 
## [[85]]
## [1] -0.3981456
## 
## [[86]]
## [1] NA
## 
## [[87]]
## [1] -0.2992457
## 
## [[88]]
## [1] -0.1808159
## 
## [[89]]
## [1] -0.1000674
## 
## [[90]]
## [1] 0.4633089
## 
## [[91]]
## [1] -0.3737176
## 
## [[92]]
## [1] 0.007787166
## 
## [[93]]
## [1] -0.09829067
## 
## [[94]]
## [1] -0.8717475
## 
## [[95]]
## [1] 0.4647919
## 
## [[96]]
## [1] -0.9044398
## 
## [[97]]
## [1] -0.9245748
## 
## [[98]]
## [1] -1.028582
## 
## [[99]]
## [1] 0.2176607
## 
## [[100]]
## [1] NA

valmergesm2

##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897188  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1         1    110 149478  149478   0.510270               0.193276
## 2         1    110 149478  149478   0.513678               0.193276
## 3         1    110 149478  149478   0.513678               0.193276
## 4         1    110 149478  149478   0.541395               0.193276
## 5         1    110 149478  149478   0.541395               0.193276
## 6         1    110 149478  149478   0.541395               0.193276
## 7         1    110 149478  149478   0.541395               0.193276
## 8         1    110 149478  149478   0.541395               0.193276
## 9         1    110 149478  149478   0.541395               0.193276
## 10        1    110 149478  149478   0.541395               0.193276
## 11        1    110 149478  149478   0.541395               0.193276
## 12        1    110 149478  149478   0.541395               0.193276
## 13        1    110 149478  149478   0.541395               0.193276
## 14        1    110 149478  149478   0.541395               0.193276
## 15        1    110 149478  149478   0.541395               0.193276
## 16        1    110 149478  149478   0.541395               0.193276
## 17        1    110 149478  149478   0.541395               0.193276
## 18        1    110 149478  149478   0.541395               0.193276
## 19        1    110 149478  149478   0.533495               0.193276
## 20        1    110 149478  149478   0.514952               0.193276
## 21        1    110 149478  149478   0.514952               0.193276
## 22        1    110 149478  149478   0.507113               0.193276
## 23        1    110 149478  149478   0.512745               0.193276
## 24        1    110 149478  149478   0.512745               0.193276
## 25        1    110 149478  149478   0.526984               0.193276
## 26        1    110 149478  149478   0.541395               0.193276
## 27        1    110 149478  149478   0.541395               0.193276
## 28        1    110 149478  149478   0.541395               0.193276
## 29        1    110 149478  149478   0.541395               0.193276
## 30        1    110 149478  149478   0.541395               0.193276
## 31        1    110 149478  149478   0.541395               0.193276
## 32        1    110 149478  149478   0.541395               0.193276
## 33        1    110 149478  149478   0.541395               0.193276
## 34        1    110 149478  149478   0.541395               0.193276
## 35        1    110 149478  149478   0.541395               0.193276
## 36        1    110 149478  149478   0.541395               0.193276
## 37        1    110 149478  149478   0.541395               0.193276
## 38        1    110 149478  149478   0.541395               0.193276
## 39        1    110 149478  149478   0.541395               0.193276
## 40        1    110 149478  149478   0.541395               0.193276
## 41        1    110 149478  149478   0.541395               0.193276
## 42        1    110 149478  149478   0.541395               0.193276
## 43        1    110 149478  149478   0.541395               0.193276
## 44        1    110 149478  149478   0.541395               0.193276
## 45        1    110 149478  149478   0.541395               0.193276
## 46        1    110 149478  149478   0.541395               0.193276
## 47        1    110 149478  149478   0.541395               0.193276
## 48        1    110 149478  149478   0.541395               0.193276
## 49        1    110 149478  149478   0.541395               0.193276
## 50        1    110 149478  149478   0.541395               0.193276
## 51        1    110 149478  149478   0.541395               0.193276
## 52        1    110 149478  149478   0.541395               0.193276
## 53        1    110 149478  149478   0.541395               0.193276
## 54        1    110 149478  149478   0.541395               0.193276
## 55        1    110 149478  149478   0.541395               0.193276
## 56        1    110 149478  149478   0.541395               0.193276
## 57        1    110 149478  149478   0.541395               0.193276
## 58        1    110 149478  149478   0.541395               0.193276
## 59        1    110 149478  149478   0.541395               0.193276
## 60        1    110 149478  149478   0.541395               0.193276
## 61        1    110 149478  149478   0.541395               0.193276
## 62        1    110 149478  149478   0.541395               0.193276
## 63        1    110 149478  149478   0.541395               0.193276
## 64        1    110 149478  149478   0.541395               0.193276
## 65        1    110 149478  149478   0.541395               0.193276
## 66        1    110 149478  149478   0.541395               0.193276
## 67        1    110 149478  149478   0.569851               0.193276
## 68        1    110 149478  149478   0.381420               0.193276
## 69        1    110 149478  149478   0.217194               0.193276
## 70        1    110 149478  149478   0.245424               0.193276
## 71        1    110 149478  149478   0.382815               0.193276
## 72        1    110 149478  149478   0.469341               0.193276
## 73        1    110 149478  149478   0.296023               0.193276
## 74        1    110 149478  149478   0.677561               0.193276
## 75        1    110 149478  149478   0.667720               0.193276
## 76        1    110 149478  149478   0.459561               0.193276
## 77        1    110 149478  149478   0.274384               0.193276
## 78        1    110 149478  149478   0.233059               0.193276
## 79        1    110 149478  149478   0.233059               0.193276
## 80        1    110 149478  149478   0.402609               0.193276
## 81        1    110 149478  149478   0.416318               0.193276
## 82        1    110 149478  149478   0.416318               0.193276
## 83        1    110 149478  149478   0.416318               0.193276
## 84        1    110 149478  149478   0.416318               0.193276
## 85        1    110 149478  149478   0.429904               0.193276
## 86        1    110 149478  149478   0.481638               0.193276
## 87        1    110 149478  149478   0.481638               0.193276
## 88        1    110 149478  149478   0.481638               0.193276
## 89        1    110 149478  149478   0.481638               0.193276
## 90        1    110 149478  149478   0.481638               0.193276
## 91        1    110 149478  149478   0.520220               0.193276
## 92        1    110 149478  149478   0.520220               0.193276
## 93        1    110 149478  149478   0.541395               0.193276
## 94        1    110 149478  149478   0.541395               0.193276
## 95        1    110 149478  149478   0.541395               0.193276
## 96        1    110 149478  149478   0.541395               0.193276
## 97        1    110 149478  149478   0.541395               0.193276
## 98        1    110 149478  149478   0.541395               0.193276
## 99        1    110 149478  149478   0.545635               0.193276
## 100       1    110 149478  149478   0.518815               0.193276
## 101       1    110 149478  149478   0.518815               0.193276
## 102       1    110 149478  149478   0.518815               0.193276
## 103       1    110 149478  149478   0.546067               0.193276
## 104       1    110 149478  149478   0.541395               0.193276
## 105       1    110 149478  149478   0.541395               0.193276
## 106       1    110 149478  149478   0.541395               0.193276
## 107       1    110 149478  149478   0.541395               0.193276
## 108       1    110 149478  149478   0.541395               0.193276
## 109       1    110 149478  149478   0.541395               0.193276
## 110       1    110 149478  149478   0.541395               0.193276
## 111       1    110 149478  149478   0.541395               0.193276
## 112       1    110 149478  149478   0.541395               0.193276
## 113       1    110 149478  149478   0.541794               0.193276
## 114       1    110 149478  149478   0.660449               0.193276
## 115       1    110 149478  149478   0.655546               0.193276
## 116       1    110 149478  149478   0.664343               0.193276
## 117       1    110 149478  149478   0.664992               0.193276
## 118       1    110 149478  149478   0.661102               0.193276
## 119       1    110 149478  149478   0.632567               0.193276
## 120       1    110 149478  149478   0.932884               0.193276
## 121       1    110 149478  149478   0.981298               0.193276
## 122       1    110 149478  149478   0.966681               0.193276
## 123       1    110 149478  149478   0.818344               0.193276
## 124       1    110 149478  149478   0.955890               0.193276
## 125       1    110 149478  149478   0.762495               0.193276
## 126       1    110 149478  149478   0.966340               0.193276
## 127       1    110 149478  149478   0.714064               0.193276
## 128       1    110 149478  149478   1.000000               0.193276
## 129       1    110 149478  149478   1.000000               0.193276
## 130       1    110 149478  149478   1.000000               0.193276
## 131       1    110 149478  149478   1.000000               0.193276
## 132       1    110 149478  149478   1.000000               0.193276
## 133       1    110 149478  149478   1.000000               0.193276
## 134       1    110 149478  149478   1.000000               0.193276
## 135       1    110 149478  149478   1.000000               0.193276
## 136       1    110 149478  149478   1.000000               0.193276
## 137       1    110 149478  149478   1.000000               0.193276
## 138       1    110 149478  149478   1.000000               0.193276
## 139       1    110 149478  149478   1.000000               0.193276
## 140       1    110 149478  149478   1.000000               0.193276
## 141       1    110 149478  149478   1.000000               0.193276
## 142       1    110 149478  149478   1.000000               0.193276
## 143       1    110 149478  149478   1.000000               0.193276
## 144       1    110 149478  149478   1.000000               0.193276
## 145       1    110 149478  149478   1.000000               0.193276
## 146       1    110 149478  149478   1.000000               0.193276
## 147       1    110 149478  149478   1.000000               0.193276
## 148       1    110 149478  149478   1.000000               0.193276
## 149       1    110 149478  149478   1.000000               0.193276
## 150       1    110 149478  149478   1.000000               0.193276
##     rootzone.field_capacity rz_storage rootzonevwc
## 1                  0.104638   0.098623  0.09862294
## 2                  0.104638   0.099282  0.09928163
## 3                  0.104638   0.099282  0.09928163
## 4                  0.104638   0.104638  0.10463866
## 5                  0.104638   0.104638  0.10463866
## 6                  0.104638   0.104638  0.10463866
## 7                  0.104638   0.104638  0.10463866
## 8                  0.104638   0.104638  0.10463866
## 9                  0.104638   0.104638  0.10463866
## 10                 0.104638   0.104638  0.10463866
## 11                 0.104638   0.104638  0.10463866
## 12                 0.104638   0.104638  0.10463866
## 13                 0.104638   0.104638  0.10463866
## 14                 0.104638   0.104638  0.10463866
## 15                 0.104638   0.104638  0.10463866
## 16                 0.104638   0.104638  0.10463866
## 17                 0.104638   0.104638  0.10463866
## 18                 0.104638   0.104638  0.10463866
## 19                 0.104638   0.103112  0.10311178
## 20                 0.104638   0.099528  0.09952786
## 21                 0.104638   0.099528  0.09952786
## 22                 0.104638   0.098013  0.09801277
## 23                 0.104638   0.099101  0.09910130
## 24                 0.104638   0.099101  0.09910130
## 25                 0.104638   0.101853  0.10185336
## 26                 0.104638   0.104638  0.10463866
## 27                 0.104638   0.104638  0.10463866
## 28                 0.104638   0.104638  0.10463866
## 29                 0.104638   0.104638  0.10463866
## 30                 0.104638   0.104638  0.10463866
## 31                 0.104638   0.104638  0.10463866
## 32                 0.104638   0.104638  0.10463866
## 33                 0.104638   0.104638  0.10463866
## 34                 0.104638   0.104638  0.10463866
## 35                 0.104638   0.104638  0.10463866
## 36                 0.104638   0.104638  0.10463866
## 37                 0.104638   0.104638  0.10463866
## 38                 0.104638   0.104638  0.10463866
## 39                 0.104638   0.104638  0.10463866
## 40                 0.104638   0.104638  0.10463866
## 41                 0.104638   0.104638  0.10463866
## 42                 0.104638   0.104638  0.10463866
## 43                 0.104638   0.104638  0.10463866
## 44                 0.104638   0.104638  0.10463866
## 45                 0.104638   0.104638  0.10463866
## 46                 0.104638   0.104638  0.10463866
## 47                 0.104638   0.104638  0.10463866
## 48                 0.104638   0.104638  0.10463866
## 49                 0.104638   0.104638  0.10463866
## 50                 0.104638   0.104638  0.10463866
## 51                 0.104638   0.104638  0.10463866
## 52                 0.104638   0.104638  0.10463866
## 53                 0.104638   0.104638  0.10463866
## 54                 0.104638   0.104638  0.10463866
## 55                 0.104638   0.104638  0.10463866
## 56                 0.104638   0.104638  0.10463866
## 57                 0.104638   0.104638  0.10463866
## 58                 0.104638   0.104638  0.10463866
## 59                 0.104638   0.104638  0.10463866
## 60                 0.104638   0.104638  0.10463866
## 61                 0.104638   0.104638  0.10463866
## 62                 0.104638   0.104638  0.10463866
## 63                 0.104638   0.104638  0.10463866
## 64                 0.104638   0.104638  0.10463866
## 65                 0.104638   0.104638  0.10463866
## 66                 0.104638   0.104638  0.10463866
## 67                 0.049026   0.007418  0.11013852
## 68                 0.079734   0.027719  0.07371933
## 69                 0.101312   0.035834  0.04197839
## 70                 0.098472   0.036044  0.04743457
## 71                 0.093521   0.053454  0.07398895
## 72                 0.086503   0.057214  0.09071235
## 73                 0.104638   0.057214  0.05721414
## 74                 0.098551   0.118219  0.13095628
## 75                 0.042114   0.013567  0.12905425
## 76                 0.076790   0.037384  0.08882211
## 77                 0.096210   0.037464  0.05303184
## 78                 0.104638   0.045045  0.04504471
## 79                 0.104638   0.045045  0.04504471
## 80                 0.104638   0.073226  0.07781466
## 81                 0.104638   0.080464  0.08046428
## 82                 0.104638   0.080464  0.08046428
## 83                 0.104638   0.080464  0.08046428
## 84                 0.104638   0.080464  0.08046428
## 85                 0.104638   0.083090  0.08309013
## 86                 0.104638   0.093089  0.09308907
## 87                 0.104638   0.093089  0.09308907
## 88                 0.104638   0.093089  0.09308907
## 89                 0.104638   0.093089  0.09308907
## 90                 0.104638   0.093089  0.09308907
## 91                 0.104638   0.100546  0.10054604
## 92                 0.104638   0.100546  0.10054604
## 93                 0.104638   0.104638  0.10463866
## 94                 0.104638   0.104638  0.10463866
## 95                 0.104638   0.104638  0.10463866
## 96                 0.104638   0.104638  0.10463866
## 97                 0.104638   0.104638  0.10463866
## 98                 0.104638   0.104638  0.10463866
## 99                 0.104638   0.105350  0.10545815
## 100                0.104638   0.100274  0.10027449
## 101                0.104638   0.100274  0.10027449
## 102                0.104638   0.100274  0.10027449
## 103                0.104638   0.105541  0.10554165
## 104                0.104638   0.104638  0.10463866
## 105                0.104638   0.104638  0.10463866
## 106                0.104638   0.104638  0.10463866
## 107                0.104638   0.104638  0.10463866
## 108                0.104638   0.104638  0.10463866
## 109                0.104638   0.104638  0.10463866
## 110                0.104638   0.104638  0.10463866
## 111                0.104638   0.104638  0.10463866
## 112                0.104638   0.104638  0.10463866
## 113                0.104638   0.104716  0.10471578
## 114                0.092184   0.103943  0.12764894
## 115                0.082808   0.086106  0.12670131
## 116                0.078329   0.079595  0.12840156
## 117                0.076566   0.076566  0.12852699
## 118                0.077006   0.076736  0.12777515
## 119                0.081539   0.079593  0.12226002
## 120                0.019937   0.022594  0.18030409
## 121                0.010906   0.010906  0.18966135
## 122                0.036545   0.036545  0.18683624
## 123                0.047745   0.052524  0.15816625
## 124                0.037909   0.037909  0.18475060
## 125                0.054364   0.054364  0.14737198
## 126                0.041684   0.041684  0.18677033
## 127                0.057594   0.051117  0.13801143
## 128                0.000000   0.000000  0.19327600
## 129                0.000000   0.000000  0.19327600
## 130                0.000000   0.000000  0.19327600
## 131                0.000000   0.000000  0.19327600
## 132                0.000000   0.000000  0.19327600
## 133                0.000000   0.000000  0.19327600
## 134                0.000000   0.000000  0.19327600
## 135                0.000000   0.000000  0.19327600
## 136                0.000000   0.000000  0.19327600
## 137                0.000000   0.000000  0.19327600
## 138                0.000000   0.000000  0.19327600
## 139                0.000000   0.000000  0.19327600
## 140                0.000000   0.000000  0.19327600
## 141                0.000000   0.000000  0.19327600
## 142                0.000000   0.000000  0.19327600
## 143                0.000000   0.000000  0.19327600
## 144                0.000000   0.000000  0.19327600
## 145                0.000000   0.000000  0.19327600
## 146                0.000000   0.000000  0.19327600
## 147                0.000000   0.000000  0.19327600
## 148                0.000000   0.000000  0.19327600
## 149                0.000000   0.000000  0.19327600
## 150                0.000000   0.000000  0.19327600

merge all 3 sites

setwd(system.file("extdata/", package = "RHESSysIOinR"))

threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))


threesitevalidation<-threesitevalidation1

threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)

threesitevalidation

##            site1        site2         site3      allsites
## 1    0.271806395  0.173196374 -0.2734633543  0.0571798049
## 2   -0.170393483 -0.035670154 -0.2775216151 -0.1611950843
## 3   -1.121387837 -0.833019612  0.0004735535 -0.6513112986
## 4   -0.961144780 -0.647286620 -0.0441067024 -0.5508460341
## 5   -0.610371229 -0.371747280  0.0055996591 -0.3255062833
## 6   -0.854196986 -0.583988552 -0.0884639744 -0.5088831706
## 7    0.427959556  0.397042910 -0.7363021221  0.0295667814
## 8   -1.657931916  0.274837957 -0.0864619587 -0.4898519728
## 9   -1.080096267 -0.801346683 -0.2894712252 -0.7236380583
## 10   0.614747052  0.636759485  0.0174146116  0.4229737163
## 11  -0.754488889 -0.478532547 -0.2955110892 -0.5095108418
## 12  -0.061590897  0.058806425 -0.4649302422 -0.1559049049
## 13  -0.969693774 -0.659765865 -0.0921529889 -0.5738708760
## 14  -0.061847453  0.038165116 -0.1482774207 -0.0573199190
## 15  -0.221126568 -0.075157822 -0.4961702673 -0.2641515523
## 16  -0.160375355 -0.031119791 -0.1277805819 -0.1064252427
## 17   0.160515624  0.223909063 -0.8795231840 -0.1650328324
## 18   0.388685886  0.394644655 -0.7263031227  0.0190091391
## 19  -0.403019852 -0.190970732 -0.0552587380 -0.2164164407
## 20   0.156081889  0.210920126 -0.3365559499  0.0101486883
## 21  -1.031219594 -0.731095993 -0.2527683030 -0.6716946299
## 22   0.429637650  0.418762901 -0.9659862858 -0.0391952452
## 23  -0.979740936 -0.722118984 -0.2920657075 -0.6646418758
## 24   0.420445365  0.403186406 -0.6404296642  0.0610673692
## 25   0.532764142  0.535087536 -0.0476456008  0.3400686925
## 26   0.694923741  0.596043048 -0.0462303913  0.4149121325
## 27  -0.484582520 -0.288051664  0.0220293604 -0.2502016079
## 28   0.662798609  0.551550591 -0.4150217517  0.2664424825
## 29   0.214255346  0.206041722  0.0253641881  0.1485537518
## 30  -0.432588433 -0.245185841 -0.0070502650 -0.2282748464
## 31   0.632922791  0.589198269 -0.5305238688  0.2305323971
## 32   0.214766814  0.215755751 -0.5181637004 -0.0292137120
## 33   0.505970286  0.483964546  0.2183939697  0.4027762675
## 34   0.470341242 -0.851116241 -0.0143421089 -0.1317057025
## 35  -0.614238917 -0.530745001 -0.1684291914 -0.4378043697
## 36   0.544359905  0.545601267  0.2691367876  0.4530326533
## 37   0.461624745  0.475382820 -0.6354583493  0.1005164052
## 38   0.361151250  0.386575013 -0.1334154088  0.2047702848
## 39  -0.062757023 -0.007983589 -0.1257130419 -0.0654845513
## 40  -0.317753824 -0.118912651 -0.1028776355 -0.1798480368
## 41   0.503899292  0.487001317            NA            NA
## 42  -0.763214965 -0.505141745 -0.3841604780 -0.5508390628
## 43  -0.637772365 -0.449176094 -0.1819720473 -0.4229735021
## 44  -0.432309451 -0.227447016  0.0032737304 -0.2188275789
## 45  -0.100526028  0.026322423 -0.4526344358 -0.1756126801
## 46   0.134839710  0.186776542 -0.3803537004 -0.0195791496
## 47   0.646594227  0.699315625 -0.3222949108  0.3412049804
## 48   0.523511776  0.501500022 -0.7487226765  0.0920963738
## 49   0.499189177  0.500530728 -1.2167050852 -0.0723283935
## 50  -0.006598081  0.058512453 -0.0256796346  0.0087449124
## 51  -0.211725360 -0.271917913 -0.0782665105 -0.1873032612
## 52   0.101747495  0.015271714 -0.2907742063 -0.0579183325
## 53   0.462289340  0.466256145 -0.9914517347 -0.0209687502
## 54   0.088074250  0.128396986 -0.4062875048 -0.0632720895
## 55   0.471508207  0.474451972 -1.0232811730 -0.0257736646
## 56  -0.250853661 -0.099867293 -0.1738772581 -0.1748660705
## 57  -0.071101059 -0.025648998 -0.2301567387 -0.1089689319
## 58  -0.503401250 -0.301010241 -0.2015186507 -0.3353100473
## 59  -1.147392121 -0.803558680 -0.5818609539 -0.8442705848
## 60   0.662863737  0.628286639 -1.0110491449  0.0933670769
## 61   0.252566919  0.271091866 -0.4036808795  0.0399926354
## 62  -0.805310609 -0.523534408 -0.4001202218 -0.5763217464
## 63  -0.574938561 -0.358414769  0.0262731007 -0.3023600762
## 64   0.148108985 -0.073419189  0.0175610881  0.0307502947
## 65   0.092741625  0.154726328 -0.4288186053 -0.0604502177
## 66  -0.199754171 -0.102869432 -0.1233432503 -0.1419889511
## 67   0.215174108  0.238565099 -0.5822361798 -0.0428323245
## 68  -0.045382599  0.038249124 -0.4429643279 -0.1500326011
## 69   0.487318059  0.480242255 -0.7983636443  0.0563988900
## 70  -0.251437962 -0.111535092 -0.0621000835 -0.1416910458
## 71  -0.371698860 -0.206321686 -0.0601418184 -0.2127207881
## 72  -0.144157823 -0.043994218 -0.0736654503 -0.0872724973
## 73   0.525776062  0.513577160 -1.3334148464 -0.0980205412
## 74   0.580160323  0.592378822 -0.2186932842  0.3179486202
## 75   0.464862425  0.451929020 -0.9370854732 -0.0067646759
## 76   0.441582910  0.441578625 -0.7869412720  0.0320734210
## 77   0.002253002  0.029970677 -0.4764370709 -0.1480711306
## 78  -0.858891767 -0.592344820 -0.2560706686 -0.5691024186
## 79   0.668052585  0.725216405  0.1292463757  0.5075051217
## 80  -0.740979528 -0.517614956 -0.2555057854 -0.5047000899
## 81  -0.535605980 -0.361065454 -0.1319821446 -0.3428845261
## 82  -0.234064328 -0.133503626 -0.0198559750 -0.1291413099
## 83   0.309336724  0.276991336 -0.1439281020  0.1474666525
## 84  -0.052058982  0.012463480 -0.3049020198 -0.1148325071
## 85   0.312038598  0.302012038 -0.3981455608  0.0719683585
## 86  -0.243272587  0.480647751            NA            NA
## 87   0.543824107  0.492093259 -0.2992456681  0.2455572327
## 88   0.362305429  0.309389405 -0.1808159315  0.1636263008
## 89   0.090213135  0.073739946 -0.1000673812  0.0212952332
## 90   0.599737289  0.613658168  0.4633089494  0.5589014690
## 91   0.186347165  0.186088577 -0.3737175696 -0.0004272758
## 92   0.241863660  0.042687327  0.0077871664  0.0974460509
## 93  -0.294430972 -0.177094625 -0.0982906729 -0.1899387564
## 94   0.405737275  0.388290478 -0.8717474622 -0.0259065699
## 95   0.502650020 -0.352948958  0.4647918794  0.2048309804
## 96   0.546484392  0.505644794 -0.9044397768  0.0492298030
## 97  -0.126021773 -0.187346501 -0.9245748297 -0.4126477011
## 98   0.052412954  0.125897849 -1.0285817459 -0.2834236477
## 99  -0.576414316  0.096754563  0.2176607176 -0.0873330119
## 100 -0.332043901 -0.015271090            NA            NA

boxplot(threesitevalidation1, main = "Boxplot of Patch Specific Soil Moisture KGE - Static")

boxplot(threesitevalidation, main = "Boxplot of Patch Specific Soil Moisture KGE - Static")

plot(validationsmKGElistsite1,validationsmKGElistsite3)

write.csv(threesitevalidation,'threesitevalidationstatic.csv')

SSURGO

run model 20 times for patch 1 - only for validation time series

setwd(system.file("extdata/", package = "RHESSysIOinR"))

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32ssurgo.world.Y2018M11D1H1.state.Y2018M11D1H1.state",
  world_hdr_prefix = "CWWS32ssurgo",
  flowtable = "CWWS32ssurgo.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valssurgo",
commandline_options = c(""))

input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

run SSURGO

setwd(system.file("extdata/", package = "RHESSysIOinR"))

n.cores <- parallel::detectCores() - 4  
  
my.cluster <- parallel::makeCluster(
    n.cores, 
    type = "PSOCK"
  )
doParallel::registerDoParallel(cl = my.cluster)

start_time = Sys.time()
  
  foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
    
    stdpars<- IOin_cmd_pars(m = topssurgo[i,]$m,
                            k = topssurgo[i,]$k,
                            soil_dep= topssurgo[i,]$soil_dep,
                            m_v = topssurgo[i,]$m_v,
                            k_v = topssurgo[i,]$k_v,
                            gw1 = topssurgo[i,]$gw1,
                            gw2 = topssurgo[i,]$gw2,
                            pa = topssurgo[i,]$pa,
                            po = topssurgo[i,]$po,
                            vgseng1 = topssurgo[i,]$vgseng1,
                            vgseng2 = topssurgo[i,]$vgseng2,
                            vgseng3 = topssurgo[i,]$vgseng3)
    
    run_rhessys_single(input_rhessys = input_rhessys,
                       hdr_files = input_hdr,
                       tec_data = input_tec_data,
                       cmd_pars = stdpars,
                       output_filter = c(patchfilterpatch1,patchfilterpatch2,patchfilterpatch3),
                       runID = i)
  } 

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  end_time = Sys.time()
  end_time - start_time

## Time difference of 33.93319 mins

read 20 runs, create table and append to table for site 1

setwd(system.file("extdata/", package = "RHESSysIOinR"))

getwd()

## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"

# Read in RHESSys Validation runs
for(i in 1:validationruns) { 
  temp_dataset<- read.csv(paste0("outputfilter/valws32patch1_",i,".csv"))
  temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
  temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat 
  assign(paste0("cwws32valssurgo_run",i),temp_dataset)
}


##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo_run",i))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}

valmergesm1

##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897188  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1         1    112 136557  136557   0.519326                 0.0454
## 2         1    112 136557  136557   0.531557                 0.0454
## 3         1    112 136557  136557   0.000000                 0.0454
## 4         1    112 136557  136557   0.525838                 0.0454
## 5         1    112 136557  136557   0.000000                 0.0454
## 6         1    112 136557  136557   0.097754                 0.0454
## 7         1    112 136557  136557   0.468760                 0.0454
## 8         1    112 136557  136557   0.000000                 0.0454
## 9         1    112 136557  136557   0.000000                 0.0454
## 10        1    112 136557  136557   0.000000                 0.0454
## 11        1    112 136557  136557   0.000000                 0.0454
## 12        1    112 136557  136557   0.000000                 0.0454
## 13        1    112 136557  136557   0.000000                 0.0454
## 14        1    112 136557  136557   0.000000                 0.0454
## 15        1    112 136557  136557   0.000000                 0.0454
## 16        1    112 136557  136557   0.000000                 0.0454
## 17        1    112 136557  136557   0.000000                 0.0454
## 18        1    112 136557  136557   0.000000                 0.0454
## 19        1    112 136557  136557   0.000000                 0.0454
## 20        1    112 136557  136557   0.000000                 0.0454
## 21        1    112 136557  136557   0.000000                 0.0454
## 22        1    112 136557  136557   0.000000                 0.0454
## 23        1    112 136557  136557   0.020292                 0.0454
## 24        1    112 136557  136557   0.020292                 0.0454
## 25        1    112 136557  136557   0.073271                 0.0454
## 26        1    112 136557  136557   0.537571                 0.0454
## 27        1    112 136557  136557   0.537571                 0.0454
## 28        1    112 136557  136557   0.000000                 0.0454
## 29        1    112 136557  136557   0.000000                 0.0454
## 30        1    112 136557  136557   0.000000                 0.0454
## 31        1    112 136557  136557   0.011583                 0.0454
## 32        1    112 136557  136557   0.011583                 0.0454
## 33        1    112 136557  136557   0.011583                 0.0454
## 34        1    112 136557  136557   0.011583                 0.0454
## 35        1    112 136557  136557   0.011583                 0.0454
## 36        1    112 136557  136557   0.011583                 0.0454
## 37        1    112 136557  136557   0.472888                 0.0454
## 38        1    112 136557  136557   0.481042                 0.0454
## 39        1    112 136557  136557   0.000000                 0.0454
## 40        1    112 136557  136557   0.000000                 0.0454
## 41        1    112 136557  136557   0.000000                 0.0454
## 42        1    112 136557  136557   0.240449                 0.0454
## 43        1    112 136557  136557   0.537571                 0.0454
## 44        1    112 136557  136557   0.000000                 0.0454
## 45        1    112 136557  136557   0.000000                 0.0454
## 46        1    112 136557  136557   0.000000                 0.0454
## 47        1    112 136557  136557   0.052908                 0.0454
## 48        1    112 136557  136557   0.052908                 0.0454
## 49        1    112 136557  136557   0.052908                 0.0454
## 50        1    112 136557  136557   0.537571                 0.0454
## 51        1    112 136557  136557   0.000000                 0.0454
## 52        1    112 136557  136557   0.032523                 0.0454
## 53        1    112 136557  136557   0.537571                 0.0454
## 54        1    112 136557  136557   0.000000                 0.0454
## 55        1    112 136557  136557   0.000000                 0.0454
## 56        1    112 136557  136557   0.537571                 0.0454
## 57        1    112 136557  136557   0.537571                 0.0454
## 58        1    112 136557  136557   0.537571                 0.0454
## 59        1    112 136557  136557   0.537571                 0.0454
## 60        1    112 136557  136557   0.000000                 0.0454
## 61        1    112 136557  136557   0.134447                 0.0454
## 62        1    112 136557  136557   0.134447                 0.0454
## 63        1    112 136557  136557   0.350434                 0.0454
## 64        1    112 136557  136557   0.395281                 0.0454
## 65        1    112 136557  136557   0.423820                 0.0454
## 66        1    112 136557  136557   0.468667                 0.0454
## 67        1    112 136557  136557   0.537571                 0.0454
## 68        1    112 136557  136557   0.000000                 0.0454
## 69        1    112 136557  136557   0.000000                 0.0454
## 70        1    112 136557  136557   0.003984                 0.0454
## 71        1    112 136557  136557   0.171140                 0.0454
## 72        1    112 136557  136557   0.236372                 0.0454
## 73        1    112 136557  136557   0.236372                 0.0454
## 74        1    112 136557  136557   0.537571                 0.0454
## 75        1    112 136557  136557   0.537571                 0.0454
## 76        1    112 136557  136557   0.000000                 0.0454
## 77        1    112 136557  136557   0.000000                 0.0454
## 78        1    112 136557  136557   0.000000                 0.0454
## 79        1    112 136557  136557   0.000000                 0.0454
## 80        1    112 136557  136557   0.309758                 0.0454
## 81        1    112 136557  136557   0.330121                 0.0454
## 82        1    112 136557  136557   0.224308                 0.0454
## 83        1    112 136557  136557   0.224308                 0.0454
## 84        1    112 136557  136557   0.224308                 0.0454
## 85        1    112 136557  136557   0.273138                 0.0454
## 86        1    112 136557  136557   0.460659                 0.0454
## 87        1    112 136557  136557   0.453566                 0.0454
## 88        1    112 136557  136557   0.448377                 0.0454
## 89        1    112 136557  136557   0.437386                 0.0454
## 90        1    112 136557  136557   0.427575                 0.0454
## 91        1    112 136557  136557   0.537571                 0.0454
## 92        1    112 136557  136557   0.526517                 0.0454
## 93        1    112 136557  136557   0.537571                 0.0454
## 94        1    112 136557  136557   0.537571                 0.0454
## 95        1    112 136557  136557   0.537571                 0.0454
## 96        1    112 136557  136557   0.537571                 0.0454
## 97        1    112 136557  136557   0.528191                 0.0454
## 98        1    112 136557  136557   0.537571                 0.0454
## 99        1    112 136557  136557   0.537571                 0.0454
## 100       1    112 136557  136557   0.537571                 0.0454
## 101       1    112 136557  136557   0.537571                 0.0454
## 102       1    112 136557  136557   0.527157                 0.0454
## 103       1    112 136557  136557   0.537571                 0.0454
## 104       1    112 136557  136557   0.537571                 0.0454
## 105       1    112 136557  136557   0.537571                 0.0454
## 106       1    112 136557  136557   0.537571                 0.0454
## 107       1    112 136557  136557   0.531320                 0.0454
## 108       1    112 136557  136557   0.521987                 0.0454
## 109       1    112 136557  136557   0.537571                 0.0454
## 110       1    112 136557  136557   0.536957                 0.0454
## 111       1    112 136557  136557   0.537571                 0.0454
## 112       1    112 136557  136557   0.537571                 0.0454
## 113       1    112 136557  136557   0.537571                 0.0454
## 114       1    112 136557  136557   0.537571                 0.0454
## 115       1    112 136557  136557   0.537571                 0.0454
## 116       1    112 136557  136557   0.537571                 0.0454
## 117       1    112 136557  136557   0.525301                 0.0454
## 118       1    112 136557  136557   0.514889                 0.0454
## 119       1    112 136557  136557   0.506850                 0.0454
## 120       1    112 136557  136557   0.537571                 0.0454
## 121       1    112 136557  136557   0.537571                 0.0454
## 122       1    112 136557  136557   0.533377                 0.0454
## 123       1    112 136557  136557   0.528926                 0.0454
## 124       1    112 136557  136557   0.528926                 0.0454
## 125       1    112 136557  136557   0.526055                 0.0454
## 126       1    112 136557  136557   0.526055                 0.0454
## 127       1    112 136557  136557   0.537571                 0.0454
## 128       1    112 136557  136557   0.537571                 0.0454
## 129       1    112 136557  136557   0.537571                 0.0454
## 130       1    112 136557  136557   0.537571                 0.0454
## 131       1    112 136557  136557   0.537571                 0.0454
## 132       1    112 136557  136557   0.537571                 0.0454
## 133       1    112 136557  136557   0.537571                 0.0454
## 134       1    112 136557  136557   0.537571                 0.0454
## 135       1    112 136557  136557   0.537571                 0.0454
## 136       1    112 136557  136557   0.537571                 0.0454
## 137       1    112 136557  136557   0.537571                 0.0454
## 138       1    112 136557  136557   0.537571                 0.0454
## 139       1    112 136557  136557   0.537571                 0.0454
## 140       1    112 136557  136557   0.537571                 0.0454
## 141       1    112 136557  136557   0.537571                 0.0454
## 142       1    112 136557  136557   0.537571                 0.0454
## 143       1    112 136557  136557   0.537571                 0.0454
## 144       1    112 136557  136557   0.537571                 0.0454
## 145       1    112 136557  136557   0.537571                 0.0454
## 146       1    112 136557  136557   0.537571                 0.0454
## 147       1    112 136557  136557   0.537571                 0.0454
## 148       1    112 136557  136557   0.527538                 0.0454
## 149       1    112 136557  136557   0.511174                 0.0454
## 150       1    112 136557  136557   0.537571                 0.0454
##     rootzone.field_capacity rz_storage  rootzonevwc
## 1                  0.024406   0.023577 0.0235774004
## 2                  0.024406   0.024133 0.0241326878
## 3                  0.024406   0.000000 0.0000000000
## 4                  0.024406   0.023873 0.0238730452
## 5                  0.024406   0.000000 0.0000000000
## 6                  0.024406   0.004438 0.0044380316
## 7                  0.024406   0.021282 0.0212817040
## 8                  0.024406   0.000000 0.0000000000
## 9                  0.024406   0.000000 0.0000000000
## 10                 0.024406   0.000000 0.0000000000
## 11                 0.024406   0.000000 0.0000000000
## 12                 0.024406   0.000000 0.0000000000
## 13                 0.024406   0.000000 0.0000000000
## 14                 0.024406   0.000000 0.0000000000
## 15                 0.024406   0.000000 0.0000000000
## 16                 0.024406   0.000000 0.0000000000
## 17                 0.024406   0.000000 0.0000000000
## 18                 0.024406   0.000000 0.0000000000
## 19                 0.024406   0.000000 0.0000000000
## 20                 0.024406   0.000000 0.0000000000
## 21                 0.024406   0.000000 0.0000000000
## 22                 0.024406   0.000000 0.0000000000
## 23                 0.024406   0.000921 0.0009212568
## 24                 0.024406   0.000921 0.0009212568
## 25                 0.024406   0.003327 0.0033265034
## 26                 0.024406   0.024406 0.0244057234
## 27                 0.024406   0.024406 0.0244057234
## 28                 0.024406   0.000000 0.0000000000
## 29                 0.024406   0.000000 0.0000000000
## 30                 0.024406   0.000000 0.0000000000
## 31                 0.024406   0.000526 0.0005258682
## 32                 0.024406   0.000526 0.0005258682
## 33                 0.024406   0.000526 0.0005258682
## 34                 0.024406   0.000526 0.0005258682
## 35                 0.024406   0.000526 0.0005258682
## 36                 0.024406   0.000526 0.0005258682
## 37                 0.024406   0.021469 0.0214691152
## 38                 0.024406   0.021839 0.0218393068
## 39                 0.024406   0.000000 0.0000000000
## 40                 0.024406   0.000000 0.0000000000
## 41                 0.024406   0.000000 0.0000000000
## 42                 0.024406   0.010916 0.0109163846
## 43                 0.024406   0.024406 0.0244057234
## 44                 0.024406   0.000000 0.0000000000
## 45                 0.024406   0.000000 0.0000000000
## 46                 0.024406   0.000000 0.0000000000
## 47                 0.024406   0.002402 0.0024020232
## 48                 0.024406   0.002402 0.0024020232
## 49                 0.024406   0.002402 0.0024020232
## 50                 0.024406   0.024406 0.0244057234
## 51                 0.024406   0.000000 0.0000000000
## 52                 0.024406   0.001477 0.0014765442
## 53                 0.024406   0.024406 0.0244057234
## 54                 0.024406   0.000000 0.0000000000
## 55                 0.024406   0.000000 0.0000000000
## 56                 0.024406   0.024406 0.0244057234
## 57                 0.024406   0.024406 0.0244057234
## 58                 0.024406   0.024406 0.0244057234
## 59                 0.024406   0.024406 0.0244057234
## 60                 0.024406   0.000000 0.0000000000
## 61                 0.024406   0.006104 0.0061038938
## 62                 0.024406   0.006104 0.0061038938
## 63                 0.024406   0.015910 0.0159097036
## 64                 0.024406   0.017946 0.0179457574
## 65                 0.024406   0.019241 0.0192414280
## 66                 0.024406   0.021277 0.0212774818
## 67                 0.024406   0.024406 0.0244057234
## 68                 0.024406   0.000000 0.0000000000
## 69                 0.024406   0.000000 0.0000000000
## 70                 0.024406   0.000181 0.0001808736
## 71                 0.024406   0.007770 0.0077697560
## 72                 0.024406   0.010731 0.0107312888
## 73                 0.024406   0.010731 0.0107312888
## 74                 0.024406   0.024406 0.0244057234
## 75                 0.024406   0.024406 0.0244057234
## 76                 0.024406   0.000000 0.0000000000
## 77                 0.024406   0.000000 0.0000000000
## 78                 0.024406   0.000000 0.0000000000
## 79                 0.024406   0.000000 0.0000000000
## 80                 0.024406   0.014063 0.0140630132
## 81                 0.024406   0.014987 0.0149874934
## 82                 0.024406   0.010184 0.0101835832
## 83                 0.024406   0.010184 0.0101835832
## 84                 0.024406   0.010184 0.0101835832
## 85                 0.024406   0.012400 0.0124004652
## 86                 0.024406   0.020914 0.0209139186
## 87                 0.024406   0.020592 0.0205918964
## 88                 0.024406   0.020356 0.0203563158
## 89                 0.024406   0.019857 0.0198573244
## 90                 0.024406   0.019412 0.0194119050
## 91                 0.024406   0.024406 0.0244057234
## 92                 0.024406   0.023904 0.0239038718
## 93                 0.024406   0.024406 0.0244057234
## 94                 0.024406   0.024406 0.0244057234
## 95                 0.024406   0.024406 0.0244057234
## 96                 0.024406   0.024406 0.0244057234
## 97                 0.024406   0.023980 0.0239798714
## 98                 0.024406   0.024406 0.0244057234
## 99                 0.024406   0.024406 0.0244057234
## 100                0.024406   0.024406 0.0244057234
## 101                0.024406   0.024406 0.0244057234
## 102                0.024406   0.023933 0.0239329278
## 103                0.024406   0.024406 0.0244057234
## 104                0.024406   0.024406 0.0244057234
## 105                0.024406   0.024406 0.0244057234
## 106                0.024406   0.024406 0.0244057234
## 107                0.024406   0.024122 0.0241219280
## 108                0.024406   0.023698 0.0236982098
## 109                0.024406   0.024406 0.0244057234
## 110                0.024406   0.024378 0.0243778478
## 111                0.024406   0.024406 0.0244057234
## 112                0.024406   0.024406 0.0244057234
## 113                0.024406   0.024406 0.0244057234
## 114                0.024406   0.024406 0.0244057234
## 115                0.024406   0.024406 0.0244057234
## 116                0.024406   0.024406 0.0244057234
## 117                0.024406   0.023849 0.0238486654
## 118                0.024406   0.023376 0.0233759606
## 119                0.024406   0.023011 0.0230109900
## 120                0.024406   0.024406 0.0244057234
## 121                0.024406   0.024406 0.0244057234
## 122                0.024406   0.024215 0.0242153158
## 123                0.024406   0.024013 0.0240132404
## 124                0.024406   0.024013 0.0240132404
## 125                0.024406   0.023883 0.0238828970
## 126                0.024406   0.023883 0.0238828970
## 127                0.024406   0.024406 0.0244057234
## 128                0.024406   0.024406 0.0244057234
## 129                0.024406   0.024406 0.0244057234
## 130                0.024406   0.024406 0.0244057234
## 131                0.024406   0.024406 0.0244057234
## 132                0.024406   0.024406 0.0244057234
## 133                0.024406   0.024406 0.0244057234
## 134                0.024406   0.024406 0.0244057234
## 135                0.024406   0.024406 0.0244057234
## 136                0.024406   0.024406 0.0244057234
## 137                0.024406   0.024406 0.0244057234
## 138                0.024406   0.024406 0.0244057234
## 139                0.024406   0.024406 0.0244057234
## 140                0.024406   0.024406 0.0244057234
## 141                0.024406   0.024406 0.0244057234
## 142                0.024406   0.024406 0.0244057234
## 143                0.024406   0.024406 0.0244057234
## 144                0.024406   0.024406 0.0244057234
## 145                0.024406   0.024406 0.0244057234
## 146                0.024406   0.024406 0.0244057234
## 147                0.024406   0.024406 0.0244057234
## 148                0.024406   0.023950 0.0239502252
## 149                0.024406   0.023207 0.0232072996
## 150                0.024406   0.024406 0.0244057234

validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
  validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite1

## [[1]]
## [1] -0.2190551
## 
## [[2]]
## [1] -0.3174891
## 
## [[3]]
## [1] -0.2070076
## 
## [[4]]
## [1] -0.3499428
## 
## [[5]]
## [1] -0.3931691
## 
## [[6]]
## [1] -0.2369814
## 
## [[7]]
## [1] -0.2342275
## 
## [[8]]
## [1] -0.3520808
## 
## [[9]]
## [1] -0.2653596
## 
## [[10]]
## [1] -0.2518802
## 
## [[11]]
## [1] -0.4182319
## 
## [[12]]
## [1] -0.3271963
## 
## [[13]]
## [1] -0.4160819
## 
## [[14]]
## [1] -0.2348935
## 
## [[15]]
## [1] -0.2237051
## 
## [[16]]
## [1] -0.3261031
## 
## [[17]]
## [1] -0.3644306
## 
## [[18]]
## [1] -0.2193348
## 
## [[19]]
## [1] -0.238612
## 
## [[20]]
## [1] -0.2728946
## 
## [[21]]
## [1] -0.2520309
## 
## [[22]]
## [1] -0.2703424
## 
## [[23]]
## [1] -0.2151377
## 
## [[24]]
## [1] -0.3017093
## 
## [[25]]
## [1] -0.3394906
## 
## [[26]]
## [1] -0.2778126
## 
## [[27]]
## [1] -0.2530676
## 
## [[28]]
## [1] -0.38327
## 
## [[29]]
## [1] -0.3657032
## 
## [[30]]
## [1] -0.2912523
## 
## [[31]]
## [1] -0.3326295
## 
## [[32]]
## [1] -0.2712961
## 
## [[33]]
## [1] -0.292552
## 
## [[34]]
## [1] -0.3719421
## 
## [[35]]
## [1] -0.3642052
## 
## [[36]]
## [1] -0.3135375
## 
## [[37]]
## [1] -0.2946982
## 
## [[38]]
## [1] -0.2384532
## 
## [[39]]
## [1] -0.4779048
## 
## [[40]]
## [1] -0.4016028
## 
## [[41]]
## [1] -0.2856702
## 
## [[42]]
## [1] -0.3599925
## 
## [[43]]
## [1] -0.3120006
## 
## [[44]]
## [1] -0.4256867
## 
## [[45]]
## [1] -0.3273319
## 
## [[46]]
## [1] -0.2835897
## 
## [[47]]
## [1] -0.3766813
## 
## [[48]]
## [1] -0.3900781
## 
## [[49]]
## [1] -0.3145011
## 
## [[50]]
## [1] -0.2123127
## 
## [[51]]
## [1] -0.2596857
## 
## [[52]]
## [1] -0.3812388
## 
## [[53]]
## [1] -0.3184911
## 
## [[54]]
## [1] -0.4235003
## 
## [[55]]
## [1] -0.4238483
## 
## [[56]]
## [1] -0.4905874
## 
## [[57]]
## [1] -0.4314509
## 
## [[58]]
## [1] -0.3721552
## 
## [[59]]
## [1] -0.4234705
## 
## [[60]]
## [1] -0.4131145
## 
## [[61]]
## [1] -0.4354436
## 
## [[62]]
## [1] -0.4433495
## 
## [[63]]
## [1] -0.439602
## 
## [[64]]
## [1] -0.3427894
## 
## [[65]]
## [1] -0.3748652
## 
## [[66]]
## [1] -0.2844376
## 
## [[67]]
## [1] -0.4205524
## 
## [[68]]
## [1] -0.5460571
## 
## [[69]]
## [1] -0.3000344
## 
## [[70]]
## [1] -0.388959
## 
## [[71]]
## [1] -0.3593775
## 
## [[72]]
## [1] -0.3717054
## 
## [[73]]
## [1] -0.4121206
## 
## [[74]]
## [1] -0.4258794
## 
## [[75]]
## [1] -0.3493452
## 
## [[76]]
## [1] -0.373709
## 
## [[77]]
## [1] -0.2915024
## 
## [[78]]
## [1] -0.4585589
## 
## [[79]]
## [1] -0.376816
## 
## [[80]]
## [1] -0.5004496
## 
## [[81]]
## [1] -0.3905971
## 
## [[82]]
## [1] -0.4102521
## 
## [[83]]
## [1] -0.2698821
## 
## [[84]]
## [1] -0.3433895
## 
## [[85]]
## [1] -0.3979449
## 
## [[86]]
## [1] -0.3559575
## 
## [[87]]
## [1] -0.3690656
## 
## [[88]]
## [1] -0.3888593
## 
## [[89]]
## [1] -0.3583923
## 
## [[90]]
## [1] -0.4925715
## 
## [[91]]
## [1] -0.5895238
## 
## [[92]]
## [1] -0.4787415
## 
## [[93]]
## [1] -0.5545502
## 
## [[94]]
## [1] -0.349762
## 
## [[95]]
## [1] -0.3324246
## 
## [[96]]
## [1] -0.3842056
## 
## [[97]]
## [1] -0.446865
## 
## [[98]]
## [1] -0.3760259
## 
## [[99]]
## [1] -0.381597
## 
## [[100]]
## [1] -0.5041783

prepare to run model n times for patch 2 - only for validation time series

run model in parallel

read 20 runs, create table and append to table for site 2

setwd(system.file("extdata/", package = "RHESSysIOinR"))

# Read in RHESSys Validation runs
for(i in 1:validationruns) { 
  temp_dataset<- read.csv(paste0("outputfilter/valws32patch2_",i,".csv"))
  temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
  temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat 
  assign(paste0("cwws32valssurgo2_run",i),temp_dataset)
}


##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo2_run",i))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


valmergesm1

##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897188  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1         1    110 141942  141942   0.291201                  0.435
## 2         1    110 141942  141942   0.292478                  0.435
## 3         1    110 141942  141942   0.285511                  0.435
## 4         1    110 141942  141942   0.340369                  0.435
## 5         1    110 141942  141942   0.327083                  0.435
## 6         1    110 141942  141942   0.337263                  0.435
## 7         1    110 141942  141942   0.375984                  0.435
## 8         1    110 141942  141942   0.355706                  0.435
## 9         1    110 141942  141942   0.339704                  0.435
## 10        1    110 141942  141942   0.326560                  0.435
## 11        1    110 141942  141942   0.315456                  0.435
## 12        1    110 141942  141942   0.305880                  0.435
## 13        1    110 141942  141942   0.297487                  0.435
## 14        1    110 141942  141942   0.290036                  0.435
## 15        1    110 141942  141942   0.283352                  0.435
## 16        1    110 141942  141942   0.277303                  0.435
## 17        1    110 141942  141942   0.271789                  0.435
## 18        1    110 141942  141942   0.266729                  0.435
## 19        1    110 141942  141942   0.262061                  0.435
## 20        1    110 141942  141942   0.257733                  0.435
## 21        1    110 141942  141942   0.253704                  0.435
## 22        1    110 141942  141942   0.250101                  0.435
## 23        1    110 141942  141942   0.252196                  0.435
## 24        1    110 141942  141942   0.250099                  0.435
## 25        1    110 141942  141942   0.255309                  0.435
## 26        1    110 141942  141942   0.396577                  0.435
## 27        1    110 141942  141942   0.455722                  0.435
## 28        1    110 141942  141942   0.410081                  0.435
## 29        1    110 141942  141942   0.380989                  0.435
## 30        1    110 141942  141942   0.359740                  0.435
## 31        1    110 141942  141942   0.361259                  0.435
## 32        1    110 141942  141942   0.344334                  0.435
## 33        1    110 141942  141942   0.330546                  0.435
## 34        1    110 141942  141942   0.318967                  0.435
## 35        1    110 141942  141942   0.309026                  0.435
## 36        1    110 141942  141942   0.310267                  0.435
## 37        1    110 141942  141942   0.356221                  0.435
## 38        1    110 141942  141942   0.357072                  0.435
## 39        1    110 141942  141942   0.341012                  0.435
## 40        1    110 141942  141942   0.327818                  0.435
## 41        1    110 141942  141942   0.316671                  0.435
## 42        1    110 141942  141942   0.341743                  0.435
## 43        1    110 141942  141942   0.388124                  0.435
## 44        1    110 141942  141942   0.365249                  0.435
## 45        1    110 141942  141942   0.347600                  0.435
## 46        1    110 141942  141942   0.333316                  0.435
## 47        1    110 141942  141942   0.338815                  0.435
## 48        1    110 141942  141942   0.326017                  0.435
## 49        1    110 141942  141942   0.315161                  0.435
## 50        1    110 141942  141942   0.376504                  0.435
## 51        1    110 141942  141942   0.356459                  0.435
## 52        1    110 141942  141942   0.359831                  0.435
## 53        1    110 141942  141942   0.442379                  0.435
## 54        1    110 141942  141942   0.402559                  0.435
## 55        1    110 141942  141942   0.375933                  0.435
## 56        1    110 141942  141942   0.515041                  0.435
## 57        1    110 141942  141942   0.537571                  0.435
## 58        1    110 141942  141942   0.544215                  0.435
## 59        1    110 141942  141942   0.537571                  0.435
## 60        1    110 141942  141942   0.446338                  0.435
## 61        1    110 141942  141942   0.460348                  0.435
## 62        1    110 141942  141942   0.413278                  0.435
## 63        1    110 141942  141942   0.435798                  0.435
## 64        1    110 141942  141942   0.440478                  0.435
## 65        1    110 141942  141942   0.443457                  0.435
## 66        1    110 141942  141942   0.448137                  0.435
## 67        1    110 141942  141942   0.512814                  0.435
## 68        1    110 141942  141942   0.438360                  0.435
## 69        1    110 141942  141942   0.400228                  0.435
## 70        1    110 141942  141942   0.400622                  0.435
## 71        1    110 141942  141942   0.418067                  0.435
## 72        1    110 141942  141942   0.424875                  0.435
## 73        1    110 141942  141942   0.391535                  0.435
## 74        1    110 141942  141942   0.445116                  0.435
## 75        1    110 141942  141942   0.502134                  0.435
## 76        1    110 141942  141942   0.434214                  0.435
## 77        1    110 141942  141942   0.397673                  0.435
## 78        1    110 141942  141942   0.372561                  0.435
## 79        1    110 141942  141942   0.353551                  0.435
## 80        1    110 141942  141942   0.385857                  0.435
## 81        1    110 141942  141942   0.387984                  0.435
## 82        1    110 141942  141942   0.365402                  0.435
## 83        1    110 141942  141942   0.347919                  0.435
## 84        1    110 141942  141942   0.333738                  0.435
## 85        1    110 141942  141942   0.338812                  0.435
## 86        1    110 141942  141942   0.358061                  0.435
## 87        1    110 141942  141942   0.342044                  0.435
## 88        1    110 141942  141942   0.328869                  0.435
## 89        1    110 141942  141942   0.317729                  0.435
## 90        1    110 141942  141942   0.308113                  0.435
## 91        1    110 141942  141942   0.322548                  0.435
## 92        1    110 141942  141942   0.312300                  0.435
## 93        1    110 141942  141942   0.340777                  0.435
## 94        1    110 141942  141942   0.355670                  0.435
## 95        1    110 141942  141942   0.340135                  0.435
## 96        1    110 141942  141942   0.327296                  0.435
## 97        1    110 141942  141942   0.327823                  0.435
## 98        1    110 141942  141942   0.352077                  0.435
## 99        1    110 141942  141942   0.363140                  0.435
## 100       1    110 141942  141942   0.346186                  0.435
## 101       1    110 141942  141942   0.332362                  0.435
## 102       1    110 141942  141942   0.320746                  0.435
## 103       1    110 141942  141942   0.362839                  0.435
## 104       1    110 141942  141942   0.345961                  0.435
## 105       1    110 141942  141942   0.332188                  0.435
## 106       1    110 141942  141942   0.320609                  0.435
## 107       1    110 141942  141942   0.310657                  0.435
## 108       1    110 141942  141942   0.301960                  0.435
## 109       1    110 141942  141942   0.311714                  0.435
## 110       1    110 141942  141942   0.302894                  0.435
## 111       1    110 141942  141942   0.314351                  0.435
## 112       1    110 141942  141942   0.346870                  0.435
## 113       1    110 141942  141942   0.346280                  0.435
## 114       1    110 141942  141942   0.350682                  0.435
## 115       1    110 141942  141942   0.350058                  0.435
## 116       1    110 141942  141942   0.349335                  0.435
## 117       1    110 141942  141942   0.348516                  0.435
## 118       1    110 141942  141942   0.347820                  0.435
## 119       1    110 141942  141942   0.347180                  0.435
## 120       1    110 141942  141942   0.455402                  0.435
## 121       1    110 141942  141942   0.455156                  0.435
## 122       1    110 141942  141942   0.453945                  0.435
## 123       1    110 141942  141942   0.452670                  0.435
## 124       1    110 141942  141942   0.451767                  0.435
## 125       1    110 141942  141942   0.450598                  0.435
## 126       1    110 141942  141942   0.449770                  0.435
## 127       1    110 141942  141942   0.458420                  0.435
## 128       1    110 141942  141942   0.568067                  0.435
## 129       1    110 141942  141942   0.565329                  0.435
## 130       1    110 141942  141942   0.539730                  0.435
## 131       1    110 141942  141942   0.549601                  0.435
## 132       1    110 141942  141942   0.537571                  0.435
## 133       1    110 141942  141942   0.536930                  0.435
## 134       1    110 141942  141942   0.536366                  0.435
## 135       1    110 141942  141942   0.535544                  0.435
## 136       1    110 141942  141942   0.534691                  0.435
## 137       1    110 141942  141942   0.534005                  0.435
## 138       1    110 141942  141942   0.533270                  0.435
## 139       1    110 141942  141942   0.532487                  0.435
## 140       1    110 141942  141942   0.532219                  0.435
## 141       1    110 141942  141942   0.536187                  0.435
## 142       1    110 141942  141942   0.550397                  0.435
## 143       1    110 141942  141942   0.537571                  0.435
## 144       1    110 141942  141942   0.537571                  0.435
## 145       1    110 141942  141942   0.537571                  0.435
## 146       1    110 141942  141942   0.536994                  0.435
## 147       1    110 141942  141942   0.535969                  0.435
## 148       1    110 141942  141942   0.534929                  0.435
## 149       1    110 141942  141942   0.533923                  0.435
## 150       1    110 141942  141942   0.540106                  0.435
##     rootzone.field_capacity rz_storage rootzonevwc
## 1                  0.233843   0.126672   0.1266724
## 2                  0.233843   0.127228   0.1272279
## 3                  0.233843   0.124197   0.1241973
## 4                  0.233843   0.148061   0.1480605
## 5                  0.233843   0.142281   0.1422811
## 6                  0.233843   0.146710   0.1467094
## 7                  0.233843   0.163553   0.1635530
## 8                  0.233843   0.154732   0.1547321
## 9                  0.233843   0.147771   0.1477712
## 10                 0.233843   0.142054   0.1420536
## 11                 0.233843   0.137224   0.1372234
## 12                 0.233843   0.133058   0.1330578
## 13                 0.233843   0.129407   0.1294068
## 14                 0.233843   0.126166   0.1261657
## 15                 0.233843   0.123258   0.1232581
## 16                 0.233843   0.120627   0.1206268
## 17                 0.233843   0.118228   0.1182282
## 18                 0.233843   0.116027   0.1160271
## 19                 0.233843   0.113996   0.1139965
## 20                 0.233843   0.112114   0.1121139
## 21                 0.233843   0.110361   0.1103612
## 22                 0.233843   0.108794   0.1087939
## 23                 0.233843   0.109705   0.1097053
## 24                 0.233843   0.108793   0.1087931
## 25                 0.233843   0.111059   0.1110594
## 26                 0.233843   0.172511   0.1725110
## 27                 0.233843   0.198239   0.1982391
## 28                 0.233843   0.178385   0.1783852
## 29                 0.233843   0.165730   0.1657302
## 30                 0.233843   0.156487   0.1564869
## 31                 0.233843   0.157148   0.1571477
## 32                 0.233843   0.149785   0.1497853
## 33                 0.233843   0.143788   0.1437875
## 34                 0.233843   0.138751   0.1387506
## 35                 0.233843   0.134426   0.1344263
## 36                 0.233843   0.134966   0.1349661
## 37                 0.233843   0.154956   0.1549561
## 38                 0.233843   0.155326   0.1553263
## 39                 0.233843   0.148340   0.1483402
## 40                 0.233843   0.142601   0.1426008
## 41                 0.233843   0.137752   0.1377519
## 42                 0.233843   0.148658   0.1486582
## 43                 0.233843   0.168834   0.1688339
## 44                 0.233843   0.158883   0.1588833
## 45                 0.233843   0.151206   0.1512060
## 46                 0.233843   0.144992   0.1449925
## 47                 0.233843   0.147385   0.1473845
## 48                 0.233843   0.141817   0.1418174
## 49                 0.233843   0.137095   0.1370950
## 50                 0.233843   0.163779   0.1637792
## 51                 0.233843   0.155060   0.1550597
## 52                 0.233843   0.156527   0.1565265
## 53                 0.233843   0.192435   0.1924349
## 54                 0.233843   0.175113   0.1751132
## 55                 0.233843   0.163531   0.1635309
## 56                 0.233843   0.224043   0.2240428
## 57                 0.233843   0.233843   0.2338434
## 58                 0.233843   0.236733   0.2367335
## 59                 0.233843   0.233843   0.2338434
## 60                 0.233843   0.194157   0.1941570
## 61                 0.233843   0.200251   0.2002514
## 62                 0.233843   0.179776   0.1797759
## 63                 0.233843   0.189572   0.1895721
## 64                 0.233843   0.191608   0.1916079
## 65                 0.233843   0.192904   0.1929038
## 66                 0.233843   0.194940   0.1949396
## 67                 0.233843   0.223074   0.2230741
## 68                 0.233843   0.190687   0.1906866
## 69                 0.233843   0.174099   0.1740992
## 70                 0.233843   0.174270   0.1742706
## 71                 0.233843   0.181859   0.1818591
## 72                 0.233843   0.184821   0.1848206
## 73                 0.233843   0.170318   0.1703177
## 74                 0.233843   0.193626   0.1936255
## 75                 0.233843   0.218428   0.2184283
## 76                 0.233843   0.188883   0.1888831
## 77                 0.233843   0.172988   0.1729878
## 78                 0.233843   0.162064   0.1620640
## 79                 0.233843   0.153795   0.1537947
## 80                 0.233843   0.167848   0.1678478
## 81                 0.233843   0.168773   0.1687730
## 82                 0.233843   0.158950   0.1589499
## 83                 0.233843   0.151345   0.1513448
## 84                 0.233843   0.145176   0.1451760
## 85                 0.233843   0.147383   0.1473832
## 86                 0.233843   0.155756   0.1557565
## 87                 0.233843   0.148789   0.1487891
## 88                 0.233843   0.143058   0.1430580
## 89                 0.233843   0.138212   0.1382121
## 90                 0.233843   0.134029   0.1340292
## 91                 0.233843   0.140308   0.1403084
## 92                 0.233843   0.135851   0.1358505
## 93                 0.233843   0.148238   0.1482380
## 94                 0.233843   0.154716   0.1547165
## 95                 0.233843   0.147959   0.1479587
## 96                 0.233843   0.142374   0.1423738
## 97                 0.233843   0.142603   0.1426030
## 98                 0.233843   0.153153   0.1531535
## 99                 0.233843   0.157966   0.1579659
## 100                0.233843   0.150591   0.1505909
## 101                0.233843   0.144577   0.1445775
## 102                0.233843   0.139524   0.1395245
## 103                0.233843   0.157835   0.1578350
## 104                0.233843   0.150493   0.1504930
## 105                0.233843   0.144502   0.1445018
## 106                0.233843   0.139465   0.1394649
## 107                0.233843   0.135136   0.1351358
## 108                0.233843   0.131353   0.1313526
## 109                0.233843   0.135596   0.1355956
## 110                0.233843   0.131759   0.1317589
## 111                0.233843   0.136742   0.1367427
## 112                0.233843   0.150888   0.1508885
## 113                0.233843   0.150632   0.1506318
## 114                0.233843   0.152547   0.1525467
## 115                0.233843   0.152275   0.1522752
## 116                0.233843   0.151961   0.1519607
## 117                0.233843   0.151605   0.1516045
## 118                0.233843   0.151302   0.1513017
## 119                0.233843   0.151023   0.1510233
## 120                0.233843   0.198100   0.1980999
## 121                0.233843   0.197993   0.1979929
## 122                0.233843   0.197466   0.1974661
## 123                0.233843   0.196912   0.1969115
## 124                0.233843   0.196519   0.1965186
## 125                0.233843   0.196010   0.1960101
## 126                0.233843   0.195650   0.1956499
## 127                0.233843   0.199413   0.1994127
## 128                0.233843   0.247109   0.2471091
## 129                0.233843   0.245918   0.2459181
## 130                0.233843   0.234782   0.2347826
## 131                0.233843   0.239076   0.2390764
## 132                0.233843   0.233843   0.2338434
## 133                0.233843   0.233564   0.2335646
## 134                0.233843   0.233319   0.2333192
## 135                0.233843   0.232962   0.2329616
## 136                0.233843   0.232590   0.2325906
## 137                0.233843   0.232292   0.2322922
## 138                0.233843   0.231972   0.2319724
## 139                0.233843   0.231632   0.2316318
## 140                0.233843   0.231515   0.2315153
## 141                0.233843   0.233241   0.2332413
## 142                0.233843   0.239423   0.2394227
## 143                0.233843   0.233843   0.2338434
## 144                0.233843   0.233843   0.2338434
## 145                0.233843   0.233843   0.2338434
## 146                0.233843   0.233592   0.2335924
## 147                0.233843   0.233147   0.2331465
## 148                0.233843   0.232694   0.2326941
## 149                0.233843   0.232256   0.2322565
## 150                0.233843   0.234946   0.2349461

validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
  validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


 validationsmKGElistsite2

## [[1]]
## [1] -0.03820509
## 
## [[2]]
## [1] 0.3886308
## 
## [[3]]
## [1] -0.1126952
## 
## [[4]]
## [1] 0.6213286
## 
## [[5]]
## [1] 0.4543435
## 
## [[6]]
## [1] 0.1219589
## 
## [[7]]
## [1] -0.1687955
## 
## [[8]]
## [1] 0.2595617
## 
## [[9]]
## [1] 0.1700273
## 
## [[10]]
## [1] 0.1797283
## 
## [[11]]
## [1] 0.5096142
## 
## [[12]]
## [1] 0.3760575
## 
## [[13]]
## [1] 0.4543405
## 
## [[14]]
## [1] 0.2364191
## 
## [[15]]
## [1] 0.1149957
## 
## [[16]]
## [1] 0.3960196
## 
## [[17]]
## [1] 0.4292124
## 
## [[18]]
## [1] 0.07051903
## 
## [[19]]
## [1] 0.2512563
## 
## [[20]]
## [1] 0.3423684
## 
## [[21]]
## [1] 0.04236921
## 
## [[22]]
## [1] 0.362188
## 
## [[23]]
## [1] -0.1664489
## 
## [[24]]
## [1] 0.4097819
## 
## [[25]]
## [1] 0.5370685
## 
## [[26]]
## [1] 0.3672077
## 
## [[27]]
## [1] 0.3321013
## 
## [[28]]
## [1] 0.6287284
## 
## [[29]]
## [1] 0.4675222
## 
## [[30]]
## [1] 0.3609648
## 
## [[31]]
## [1] 0.4941519
## 
## [[32]]
## [1] 0.3727571
## 
## [[33]]
## [1] 0.4172265
## 
## [[34]]
## [1] 0.5145876
## 
## [[35]]
## [1] 0.5971489
## 
## [[36]]
## [1] 0.518427
## 
## [[37]]
## [1] 0.1979163
## 
## [[38]]
## [1] 0.1297842
## 
## [[39]]
## [1] 0.4016814
## 
## [[40]]
## [1] 0.5068815
## 
## [[41]]
## [1] 0.3244096
## 
## [[42]]
## [1] 0.4811859
## 
## [[43]]
## [1] -0.904416
## 
## [[44]]
## [1] 0.8026662
## 
## [[45]]
## [1] 0.3975939
## 
## [[46]]
## [1] 0.3024165
## 
## [[47]]
## [1] 0.4423369
## 
## [[48]]
## [1] 0.5898884
## 
## [[49]]
## [1] 0.3017427
## 
## [[50]]
## [1] -0.1013509
## 
## [[51]]
## [1] 0.1812047
## 
## [[52]]
## [1] 0.4994663
## 
## [[53]]
## [1] 0.437144
## 
## [[54]]
## [1] 0.4776558
## 
## [[55]]
## [1] 0.5216036
## 
## [[56]]
## [1] 0.6820841
## 
## [[57]]
## [1] 0.4831716
## 
## [[58]]
## [1] 0.5194362
## 
## [[59]]
## [1] 0.5041155
## 
## [[60]]
## [1] 0.5352124
## 
## [[61]]
## [1] 0.5287366
## 
## [[62]]
## [1] 0.5251592
## 
## [[63]]
## [1] 0.5690886
## 
## [[64]]
## [1] 0.4886013
## 
## [[65]]
## [1] 0.4743129
## 
## [[66]]
## [1] 0.4208593
## 
## [[67]]
## [1] 0.5137871
## 
## [[68]]
## [1] 0.4282779
## 
## [[69]]
## [1] 0.403734
## 
## [[70]]
## [1] 0.6972028
## 
## [[71]]
## [1] 0.6475277
## 
## [[72]]
## [1] 0.5139077
## 
## [[73]]
## [1] 0.4868198
## 
## [[74]]
## [1] 0.5270898
## 
## [[75]]
## [1] 0.4598539
## 
## [[76]]
## [1] 0.5089398
## 
## [[77]]
## [1] 0.3907286
## 
## [[78]]
## [1] 0.5963573
## 
## [[79]]
## [1] 0.4780018
## 
## [[80]]
## [1] 0.3844453
## 
## [[81]]
## [1] 0.5828532
## 
## [[82]]
## [1] 0.5166357
## 
## [[83]]
## [1] 0.05219321
## 
## [[84]]
## [1] 0.5851513
## 
## [[85]]
## [1] 0.5138475
## 
## [[86]]
## [1] 0.6527722
## 
## [[87]]
## [1] 0.5542598
## 
## [[88]]
## [1] 0.5015973
## 
## [[89]]
## [1] 0.5495957
## 
## [[90]]
## [1] 0.3977634
## 
## [[91]]
## [1] 0.6509885
## 
## [[92]]
## [1] 0.4351813
## 
## [[93]]
## [1] 0.5792785
## 
## [[94]]
## [1] 0.5081094
## 
## [[95]]
## [1] 0.6576536
## 
## [[96]]
## [1] 0.5914989
## 
## [[97]]
## [1] 0.2790627
## 
## [[98]]
## [1] 0.5796124
## 
## [[99]]
## [1] 0.6347248
## 
## [[100]]
## [1] 0.402897

prepare to run model 20 times for patch 3 - only for validation time series

run model in parallel

read 20 runs, create table and append to table for site 3

setwd(system.file("extdata/", package = "RHESSysIOinR"))

# Read in RHESSys Validation runs

for(i in 1:validationruns) { 
  temp_dataset<- read.csv(paste0("outputfilter/valws32patch3_",i,".csv"))
  temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
  temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat 
  assign(paste0("cwws32valssurgo3_run",i),temp_dataset)
}


##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo3_run",i))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()

#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
  validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite3

## [[1]]
## [1] 0.01569249
## 
## [[2]]
## [1] -0.4236345
## 
## [[3]]
## [1] -0.03916047
## 
## [[4]]
## [1] -0.5859205
## 
## [[5]]
## [1] -0.5524971
## 
## [[6]]
## [1] 0.02887065
## 
## [[7]]
## [1] -0.08488414
## 
## [[8]]
## [1] -0.3900036
## 
## [[9]]
## [1] 0.1064929
## 
## [[10]]
## [1] -0.4862656
## 
## [[11]]
## [1] -0.9781095
## 
## [[12]]
## [1] -0.5208166
## 
## [[13]]
## [1] -0.7198844
## 
## [[14]]
## [1] -0.2350042
## 
## [[15]]
## [1] -0.00127656
## 
## [[16]]
## [1] -0.3713172
## 
## [[17]]
## [1] 0.173541
## 
## [[18]]
## [1] 0.02532138
## 
## [[19]]
## [1] 0.06457803
## 
## [[20]]
## [1] -0.008240823
## 
## [[21]]
## [1] -0.05568421
## 
## [[22]]
## [1] -0.01426435
## 
## [[23]]
## [1] -0.07931862
## 
## [[24]]
## [1] -0.003461435
## 
## [[25]]
## [1] -0.3973804
## 
## [[26]]
## [1] -0.02864109
## 
## [[27]]
## [1] 0.02057776
## 
## [[28]]
## [1] 0.02668779
## 
## [[29]]
## [1] -0.7115647
## 
## [[30]]
## [1] NA
## 
## [[31]]
## [1] 0.08704197
## 
## [[32]]
## [1] -0.2992095
## 
## [[33]]
## [1] 0.01001029
## 
## [[34]]
## [1] -0.3858575
## 
## [[35]]
## [1] -0.3109949
## 
## [[36]]
## [1] -0.5802889
## 
## [[37]]
## [1] -0.4554851
## 
## [[38]]
## [1] -0.1410765
## 
## [[39]]
## [1] -1.092538
## 
## [[40]]
## [1] -0.3423552
## 
## [[41]]
## [1] -0.2746576
## 
## [[42]]
## [1] 0.04466716
## 
## [[43]]
## [1] -0.1123988
## 
## [[44]]
## [1] -0.2698339
## 
## [[45]]
## [1] 0.03004031
## 
## [[46]]
## [1] -0.249103
## 
## [[47]]
## [1] -0.3104524
## 
## [[48]]
## [1] 0.04913904
## 
## [[49]]
## [1] -0.2562993
## 
## [[50]]
## [1] -0.4184854
## 
## [[51]]
## [1] -0.08299731
## 
## [[52]]
## [1] -0.02709558
## 
## [[53]]
## [1] -0.09394261
## 
## [[54]]
## [1] -0.5386245
## 
## [[55]]
## [1] -0.07183144
## 
## [[56]]
## [1] 0.1051952
## 
## [[57]]
## [1] -0.643848
## 
## [[58]]
## [1] 0.01089645
## 
## [[59]]
## [1] -0.7766883
## 
## [[60]]
## [1] -0.5214162
## 
## [[61]]
## [1] -0.8407521
## 
## [[62]]
## [1] -0.7318029
## 
## [[63]]
## [1] -0.111762
## 
## [[64]]
## [1] 0.04582953
## 
## [[65]]
## [1] -0.01715452
## 
## [[66]]
## [1] 0.03217678
## 
## [[67]]
## [1] -0.6212371
## 
## [[68]]
## [1] -0.8705117
## 
## [[69]]
## [1] -0.1717475
## 
## [[70]]
## [1] -0.8025747
## 
## [[71]]
## [1] 0.004817519
## 
## [[72]]
## [1] -0.05211907
## 
## [[73]]
## [1] -0.4927679
## 
## [[74]]
## [1] 0.01833986
## 
## [[75]]
## [1] 0.0751
## 
## [[76]]
## [1] -0.004785101
## 
## [[77]]
## [1] -0.4076865
## 
## [[78]]
## [1] -0.05446925
## 
## [[79]]
## [1] -0.6731939
## 
## [[80]]
## [1] -1.222083
## 
## [[81]]
## [1] -0.02551861
## 
## [[82]]
## [1] -0.7367844
## 
## [[83]]
## [1] -0.08929087
## 
## [[84]]
## [1] -0.1048989
## 
## [[85]]
## [1] -0.1194083
## 
## [[86]]
## [1] -0.1228806
## 
## [[87]]
## [1] -0.06709741
## 
## [[88]]
## [1] -0.3110209
## 
## [[89]]
## [1] -0.0843074
## 
## [[90]]
## [1] -0.2065778
## 
## [[91]]
## [1] 0.02413418
## 
## [[92]]
## [1] -1.213244
## 
## [[93]]
## [1] -1.201439
## 
## [[94]]
## [1] -0.3556897
## 
## [[95]]
## [1] -0.7783705
## 
## [[96]]
## [1] -0.7969734
## 
## [[97]]
## [1] -0.2386307
## 
## [[98]]
## [1] -0.7405395
## 
## [[99]]
## [1] -0.03233182
## 
## [[100]]
## [1] -0.1949897

valmergesm2

##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897188  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1         1    110 149478  149478   0.383644               0.181198
## 2         1    110 149478  149478   0.386842               0.181198
## 3         1    110 149478  149478   0.386842               0.181198
## 4         1    110 149478  149478   0.500147               0.181198
## 5         1    110 149478  149478   0.436838               0.181198
## 6         1    110 149478  149478   0.456887               0.181198
## 7         1    110 149478  149478   0.507621               0.181198
## 8         1    110 149478  149478   0.436838               0.181198
## 9         1    110 149478  149478   0.436838               0.181198
## 10        1    110 149478  149478   0.436838               0.181198
## 11        1    110 149478  149478   0.436838               0.181198
## 12        1    110 149478  149478   0.436838               0.181198
## 13        1    110 149478  149478   0.436838               0.181198
## 14        1    110 149478  149478   0.416681               0.181198
## 15        1    110 149478  149478   0.410265               0.181198
## 16        1    110 149478  149478   0.404559               0.181198
## 17        1    110 149478  149478   0.399062               0.181198
## 18        1    110 149478  149478   0.393880               0.181198
## 19        1    110 149478  149478   0.388975               0.181198
## 20        1    110 149478  149478   0.384432               0.181198
## 21        1    110 149478  149478   0.380206               0.181198
## 22        1    110 149478  149478   0.376301               0.181198
## 23        1    110 149478  149478   0.381585               0.181198
## 24        1    110 149478  149478   0.381585               0.181198
## 25        1    110 149478  149478   0.394906               0.181198
## 26        1    110 149478  149478   0.436838               0.181198
## 27        1    110 149478  149478   0.497762               0.181198
## 28        1    110 149478  149478   0.413773               0.181198
## 29        1    110 149478  149478   0.413773               0.181198
## 30        1    110 149478  149478   0.413773               0.181198
## 31        1    110 149478  149478   0.417991               0.181198
## 32        1    110 149478  149478   0.417991               0.181198
## 33        1    110 149478  149478   0.417991               0.181198
## 34        1    110 149478  149478   0.384486               0.181198
## 35        1    110 149478  149478   0.366773               0.181198
## 36        1    110 149478  149478   0.370009               0.181198
## 37        1    110 149478  149478   0.475447               0.181198
## 38        1    110 149478  149478   0.463995               0.181198
## 39        1    110 149478  149478   0.394841               0.181198
## 40        1    110 149478  149478   0.392421               0.181198
## 41        1    110 149478  149478   0.365189               0.181198
## 42        1    110 149478  149478   0.428035               0.181198
## 43        1    110 149478  149478   0.506817               0.181198
## 44        1    110 149478  149478   0.360183               0.181198
## 45        1    110 149478  149478   0.360183               0.181198
## 46        1    110 149478  149478   0.360183               0.181198
## 47        1    110 149478  149478   0.373995               0.181198
## 48        1    110 149478  149478   0.373354               0.181198
## 49        1    110 149478  149478   0.353515               0.181198
## 50        1    110 149478  149478   0.491024               0.181198
## 51        1    110 149478  149478   0.363796               0.181198
## 52        1    110 149478  149478   0.372278               0.181198
## 53        1    110 149478  149478   0.501667               0.181198
## 54        1    110 149478  149478   0.356598               0.181198
## 55        1    110 149478  149478   0.356598               0.181198
## 56        1    110 149478  149478   0.436838               0.181198
## 57        1    110 149478  149478   0.436838               0.181198
## 58        1    110 149478  149478   0.476819               0.181198
## 59        1    110 149478  149478   0.474323               0.181198
## 60        1    110 149478  149478   0.436838               0.181198
## 61        1    110 149478  149478   0.464971               0.181198
## 62        1    110 149478  149478   0.436838               0.181198
## 63        1    110 149478  149478   0.481499               0.181198
## 64        1    110 149478  149478   0.475670               0.181198
## 65        1    110 149478  149478   0.468509               0.181198
## 66        1    110 149478  149478   0.467018               0.181198
## 67        1    110 149478  149478   0.438543               0.181198
## 68        1    110 149478  149478   0.436838               0.181198
## 69        1    110 149478  149478   0.436838               0.181198
## 70        1    110 149478  149478   0.436838               0.181198
## 71        1    110 149478  149478   0.471886               0.181198
## 72        1    110 149478  149478   0.473568               0.181198
## 73        1    110 149478  149478   0.436838               0.181198
## 74        1    110 149478  149478   0.505307               0.181198
## 75        1    110 149478  149478   0.436838               0.181198
## 76        1    110 149478  149478   0.436838               0.181198
## 77        1    110 149478  149478   0.436838               0.181198
## 78        1    110 149478  149478   0.436838               0.181198
## 79        1    110 149478  149478   0.436838               0.181198
## 80        1    110 149478  149478   0.496940               0.181198
## 81        1    110 149478  149478   0.480065               0.181198
## 82        1    110 149478  149478   0.436838               0.181198
## 83        1    110 149478  149478   0.436838               0.181198
## 84        1    110 149478  149478   0.417971               0.181198
## 85        1    110 149478  149478   0.430717               0.181198
## 86        1    110 149478  149478   0.470836               0.181198
## 87        1    110 149478  149478   0.434530               0.181198
## 88        1    110 149478  149478   0.420760               0.181198
## 89        1    110 149478  149478   0.395927               0.181198
## 90        1    110 149478  149478   0.388609               0.181198
## 91        1    110 149478  149478   0.424806               0.181198
## 92        1    110 149478  149478   0.415217               0.181198
## 93        1    110 149478  149478   0.476557               0.181198
## 94        1    110 149478  149478   0.490654               0.181198
## 95        1    110 149478  149478   0.395800               0.181198
## 96        1    110 149478  149478   0.395800               0.181198
## 97        1    110 149478  149478   0.397394               0.181198
## 98        1    110 149478  149478   0.453229               0.181198
## 99        1    110 149478  149478   0.469045               0.181198
## 100       1    110 149478  149478   0.411689               0.181198
## 101       1    110 149478  149478   0.411689               0.181198
## 102       1    110 149478  149478   0.410176               0.181198
## 103       1    110 149478  149478   0.495788               0.181198
## 104       1    110 149478  149478   0.385040               0.181198
## 105       1    110 149478  149478   0.385040               0.181198
## 106       1    110 149478  149478   0.385040               0.181198
## 107       1    110 149478  149478   0.385040               0.181198
## 108       1    110 149478  149478   0.385040               0.181198
## 109       1    110 149478  149478   0.409512               0.181198
## 110       1    110 149478  149478   0.409512               0.181198
## 111       1    110 149478  149478   0.436838               0.181198
## 112       1    110 149478  149478   0.678365               0.181198
## 113       1    110 149478  149478   0.822135               0.181198
## 114       1    110 149478  149478   0.727073               0.181198
## 115       1    110 149478  149478   0.823905               0.181198
## 116       1    110 149478  149478   0.828206               0.181198
## 117       1    110 149478  149478   0.847152               0.181198
## 118       1    110 149478  149478   0.855394               0.181198
## 119       1    110 149478  149478   0.863592               0.181198
## 120       1    110 149478  149478   1.000000               0.181198
## 121       1    110 149478  149478   1.000000               0.181198
## 122       1    110 149478  149478   1.000000               0.181198
## 123       1    110 149478  149478   1.000000               0.181198
## 124       1    110 149478  149478   1.000000               0.181198
## 125       1    110 149478  149478   1.000000               0.181198
## 126       1    110 149478  149478   1.000000               0.181198
## 127       1    110 149478  149478   1.000000               0.181198
## 128       1    110 149478  149478   1.000000               0.181198
## 129       1    110 149478  149478   1.000000               0.181198
## 130       1    110 149478  149478   1.000000               0.181198
## 131       1    110 149478  149478   1.000000               0.181198
## 132       1    110 149478  149478   1.000000               0.181198
## 133       1    110 149478  149478   1.000000               0.181198
## 134       1    110 149478  149478   1.000000               0.181198
## 135       1    110 149478  149478   1.000000               0.181198
## 136       1    110 149478  149478   1.000000               0.181198
## 137       1    110 149478  149478   1.000000               0.181198
## 138       1    110 149478  149478   1.000000               0.181198
## 139       1    110 149478  149478   1.000000               0.181198
## 140       1    110 149478  149478   1.000000               0.181198
## 141       1    110 149478  149478   1.000000               0.181198
## 142       1    110 149478  149478   1.000000               0.181198
## 143       1    110 149478  149478   1.000000               0.181198
## 144       1    110 149478  149478   1.000000               0.181198
## 145       1    110 149478  149478   1.000000               0.181198
## 146       1    110 149478  149478   1.000000               0.181198
## 147       1    110 149478  149478   1.000000               0.181198
## 148       1    110 149478  149478   1.000000               0.181198
## 149       1    110 149478  149478   1.000000               0.181198
## 150       1    110 149478  149478   1.000000               0.181198
##     rootzone.field_capacity rz_storage rootzonevwc
## 1                  0.079154   0.069516  0.06951553
## 2                  0.079154   0.070095  0.07009500
## 3                  0.079154   0.070095  0.07009500
## 4                  0.079154   0.090626  0.09062564
## 5                  0.079154   0.079154  0.07915417
## 6                  0.079154   0.082787  0.08278701
## 7                  0.079154   0.091980  0.09197991
## 8                  0.079154   0.079154  0.07915417
## 9                  0.079154   0.079154  0.07915417
## 10                 0.079154   0.079154  0.07915417
## 11                 0.079154   0.079154  0.07915417
## 12                 0.079154   0.079154  0.07915417
## 13                 0.079154   0.079154  0.07915417
## 14                 0.079154   0.075502  0.07550176
## 15                 0.079154   0.074339  0.07433920
## 16                 0.079154   0.073305  0.07330528
## 17                 0.079154   0.072309  0.07230924
## 18                 0.079154   0.071370  0.07137027
## 19                 0.079154   0.070482  0.07048149
## 20                 0.079154   0.069658  0.06965831
## 21                 0.079154   0.068893  0.06889257
## 22                 0.079154   0.068185  0.06818499
## 23                 0.079154   0.069143  0.06914244
## 24                 0.079154   0.069143  0.06914244
## 25                 0.079154   0.071556  0.07155618
## 26                 0.079154   0.079154  0.07915417
## 27                 0.079154   0.090194  0.09019348
## 28                 0.079154   0.074975  0.07497484
## 29                 0.079154   0.074975  0.07497484
## 30                 0.079154   0.074975  0.07497484
## 31                 0.079154   0.075739  0.07573913
## 32                 0.079154   0.075739  0.07573913
## 33                 0.079154   0.075739  0.07573913
## 34                 0.079154   0.069668  0.06966809
## 35                 0.079154   0.066459  0.06645853
## 36                 0.079154   0.067045  0.06704489
## 37                 0.079154   0.086150  0.08615005
## 38                 0.079154   0.084075  0.08407497
## 39                 0.079154   0.071544  0.07154440
## 40                 0.079154   0.071106  0.07110590
## 41                 0.079154   0.066172  0.06617152
## 42                 0.079154   0.077559  0.07755909
## 43                 0.079154   0.091834  0.09183423
## 44                 0.079154   0.065264  0.06526444
## 45                 0.079154   0.065264  0.06526444
## 46                 0.079154   0.065264  0.06526444
## 47                 0.079154   0.067767  0.06776715
## 48                 0.079154   0.067651  0.06765100
## 49                 0.079154   0.064056  0.06405621
## 50                 0.079154   0.088973  0.08897257
## 51                 0.079154   0.065919  0.06591911
## 52                 0.079154   0.067456  0.06745603
## 53                 0.079154   0.090901  0.09090106
## 54                 0.079154   0.064615  0.06461484
## 55                 0.079154   0.064615  0.06461484
## 56                 0.079154   0.079154  0.07915417
## 57                 0.079154   0.079154  0.07915417
## 58                 0.079154   0.086399  0.08639865
## 59                 0.079154   0.085946  0.08594638
## 60                 0.079154   0.079154  0.07915417
## 61                 0.079154   0.084252  0.08425182
## 62                 0.079154   0.079154  0.07915417
## 63                 0.079154   0.087247  0.08724666
## 64                 0.079154   0.086191  0.08619045
## 65                 0.079154   0.084893  0.08489289
## 66                 0.079154   0.084623  0.08462273
## 67                 0.079154   0.079463  0.07946311
## 68                 0.079154   0.079154  0.07915417
## 69                 0.079154   0.079154  0.07915417
## 70                 0.079154   0.079154  0.07915417
## 71                 0.079154   0.085505  0.08550480
## 72                 0.079154   0.085810  0.08580957
## 73                 0.079154   0.079154  0.07915417
## 74                 0.079154   0.091561  0.09156062
## 75                 0.079154   0.079154  0.07915417
## 76                 0.079154   0.079154  0.07915417
## 77                 0.079154   0.079154  0.07915417
## 78                 0.079154   0.079154  0.07915417
## 79                 0.079154   0.079154  0.07915417
## 80                 0.079154   0.090045  0.09004453
## 81                 0.079154   0.086987  0.08698682
## 82                 0.079154   0.079154  0.07915417
## 83                 0.079154   0.079154  0.07915417
## 84                 0.079154   0.075736  0.07573551
## 85                 0.079154   0.078045  0.07804506
## 86                 0.079154   0.085315  0.08531454
## 87                 0.079154   0.078736  0.07873597
## 88                 0.079154   0.076241  0.07624087
## 89                 0.079154   0.071741  0.07174118
## 90                 0.079154   0.070415  0.07041517
## 91                 0.079154   0.076974  0.07697400
## 92                 0.079154   0.075237  0.07523649
## 93                 0.079154   0.086351  0.08635118
## 94                 0.079154   0.088906  0.08890552
## 95                 0.079154   0.071718  0.07171817
## 96                 0.079154   0.071718  0.07171817
## 97                 0.079154   0.072007  0.07200700
## 98                 0.079154   0.082124  0.08212419
## 99                 0.079154   0.084990  0.08499002
## 100                0.079154   0.074597  0.07459722
## 101                0.079154   0.074597  0.07459722
## 102                0.079154   0.074323  0.07432307
## 103                0.079154   0.089836  0.08983579
## 104                0.079154   0.069769  0.06976848
## 105                0.079154   0.069769  0.06976848
## 106                0.079154   0.069769  0.06976848
## 107                0.079154   0.069769  0.06976848
## 108                0.079154   0.069769  0.06976848
## 109                0.079154   0.074203  0.07420276
## 110                0.079154   0.074203  0.07420276
## 111                0.079154   0.079154  0.07915417
## 112                0.079154   0.122919  0.12291838
## 113                0.062596   0.092529  0.14896922
## 114                0.044716   0.052758  0.13174417
## 115                0.036338   0.050058  0.14928994
## 116                0.030955   0.039338  0.15006927
## 117                0.027562   0.035000  0.15350225
## 118                0.024908   0.030562  0.15499568
## 119                0.023201   0.028171  0.15648114
## 120                0.000000   0.000000  0.18119800
## 121                0.000000   0.000000  0.18119800
## 122                0.000000   0.000000  0.18119800
## 123                0.000000   0.000000  0.18119800
## 124                0.000000   0.000000  0.18119800
## 125                0.000000   0.000000  0.18119800
## 126                0.000000   0.000000  0.18119800
## 127                0.000000   0.000000  0.18119800
## 128                0.000000   0.000000  0.18119800
## 129                0.000000   0.000000  0.18119800
## 130                0.000000   0.000000  0.18119800
## 131                0.000000   0.000000  0.18119800
## 132                0.000000   0.000000  0.18119800
## 133                0.000000   0.000000  0.18119800
## 134                0.000000   0.000000  0.18119800
## 135                0.000000   0.000000  0.18119800
## 136                0.000000   0.000000  0.18119800
## 137                0.000000   0.000000  0.18119800
## 138                0.000000   0.000000  0.18119800
## 139                0.000000   0.000000  0.18119800
## 140                0.000000   0.000000  0.18119800
## 141                0.000000   0.000000  0.18119800
## 142                0.000000   0.000000  0.18119800
## 143                0.000000   0.000000  0.18119800
## 144                0.000000   0.000000  0.18119800
## 145                0.000000   0.000000  0.18119800
## 146                0.000000   0.000000  0.18119800
## 147                0.000000   0.000000  0.18119800
## 148                0.000000   0.000000  0.18119800
## 149                0.000000   0.000000  0.18119800
## 150                0.000000   0.000000  0.18119800

merge all 3 sites

setwd(system.file("extdata/", package = "RHESSysIOinR"))

threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))


threesitevalidation<-threesitevalidation1

threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)

threesitevalidation

##          site1       site2        site3     allsites
## 1   -0.2190551 -0.03820509  0.015692485 -0.080522551
## 2   -0.3174891  0.38863083 -0.423634478 -0.117497584
## 3   -0.2070076 -0.11269524 -0.039160467 -0.119621105
## 4   -0.3499428  0.62132859 -0.585920505 -0.104844897
## 5   -0.3931691  0.45434351 -0.552497057 -0.163774219
## 6   -0.2369814  0.12195888  0.028870653 -0.028717295
## 7   -0.2342275 -0.16879553 -0.084884142 -0.162635716
## 8   -0.3520808  0.25956174 -0.390003639 -0.160840888
## 9   -0.2653596  0.17002733  0.106492932  0.003720212
## 10  -0.2518802  0.17972833 -0.486265557 -0.186139135
## 11  -0.4182319  0.50961424 -0.978109519 -0.295575719
## 12  -0.3271963  0.37605750 -0.520816604 -0.157318462
## 13  -0.4160819  0.45434054 -0.719884389 -0.227208580
## 14  -0.2348935  0.23641914 -0.235004196 -0.077826188
## 15  -0.2237051  0.11499565 -0.001276560 -0.036662011
## 16  -0.3261031  0.39601956 -0.371317205 -0.100466904
## 17  -0.3644306  0.42921239  0.173541029  0.079440940
## 18  -0.2193348  0.07051903  0.025321384 -0.041164791
## 19  -0.2386120  0.25125634  0.064578031  0.025740782
## 20  -0.2728946  0.34236841 -0.008240823  0.020411000
## 21  -0.2520309  0.04236921 -0.055684211 -0.088448624
## 22  -0.2703424  0.36218799 -0.014264354  0.025860422
## 23  -0.2151377 -0.16644887 -0.079318622 -0.153635060
## 24  -0.3017093  0.40978189 -0.003461435  0.034870381
## 25  -0.3394906  0.53706854 -0.397380442 -0.066600843
## 26  -0.2778126  0.36720771 -0.028641093  0.020251344
## 27  -0.2530676  0.33210128  0.020577756  0.033203828
## 28  -0.3832700  0.62872844  0.026687788  0.090715411
## 29  -0.3657032  0.46752221 -0.711564686 -0.203248547
## 30  -0.2912523  0.36096480           NA           NA
## 31  -0.3326295  0.49415190  0.087041972  0.082854778
## 32  -0.2712961  0.37275708 -0.299209478 -0.065916166
## 33  -0.2925520  0.41722652  0.010010291  0.044894941
## 34  -0.3719421  0.51458764 -0.385857522 -0.081070658
## 35  -0.3642052  0.59714885 -0.310994873 -0.026017069
## 36  -0.3135375  0.51842700 -0.580288949 -0.125133137
## 37  -0.2946982  0.19791627 -0.455485057 -0.184088992
## 38  -0.2384532  0.12978420 -0.141076529 -0.083248501
## 39  -0.4779048  0.40168136 -1.092537584 -0.389586998
## 40  -0.4016028  0.50688146 -0.342355223 -0.079025528
## 41  -0.2856702  0.32440963 -0.274657629 -0.078639387
## 42  -0.3599925  0.48118587  0.044667161  0.055286839
## 43  -0.3120006 -0.90441600 -0.112398765 -0.442938450
## 44  -0.4256867  0.80266617 -0.269833946  0.035715167
## 45  -0.3273319  0.39759386  0.030040314  0.033434102
## 46  -0.2835897  0.30241655 -0.249103026 -0.076758736
## 47  -0.3766813  0.44233692 -0.310452380 -0.081598921
## 48  -0.3900781  0.58988836  0.049139036  0.082983099
## 49  -0.3145011  0.30174274 -0.256299285 -0.089685885
## 50  -0.2123127 -0.10135092 -0.418485424 -0.244049692
## 51  -0.2596857  0.18120467 -0.082997310 -0.053826129
## 52  -0.3812388  0.49946627 -0.027095582  0.030377299
## 53  -0.3184911  0.43714405 -0.093942610  0.008236780
## 54  -0.4235003  0.47765580 -0.538624547 -0.161489694
## 55  -0.4238483  0.52160364 -0.071831439  0.008641283
## 56  -0.4905874  0.68208406  0.105195185  0.098897267
## 57  -0.4314509  0.48317161 -0.643847982 -0.197375759
## 58  -0.3721552  0.51943623  0.010896449  0.052725823
## 59  -0.4234705  0.50411553 -0.776688278 -0.232014411
## 60  -0.4131145  0.53521237 -0.521416170 -0.133106096
## 61  -0.4354436  0.52873664 -0.840752074 -0.249153019
## 62  -0.4433495  0.52515923 -0.731802894 -0.216664376
## 63  -0.4396020  0.56908862 -0.111762046  0.005908208
## 64  -0.3427894  0.48860133  0.045829532  0.063880492
## 65  -0.3748652  0.47431288 -0.017154516  0.027431065
## 66  -0.2844376  0.42085929  0.032176782  0.056199490
## 67  -0.4205524  0.51378707 -0.621237087 -0.176000801
## 68  -0.5460571  0.42827794 -0.870511724 -0.329430291
## 69  -0.3000344  0.40373395 -0.171747489 -0.022682637
## 70  -0.3889590  0.69720280 -0.802574716 -0.164776987
## 71  -0.3593775  0.64752772  0.004817519  0.097655926
## 72  -0.3717054  0.51390767 -0.052119067  0.030027745
## 73  -0.4121206  0.48681982 -0.492767919 -0.139356237
## 74  -0.4258794  0.52708976  0.018339864  0.039850075
## 75  -0.3493452  0.45985394  0.075099999  0.061869593
## 76  -0.3737090  0.50893984 -0.004785101  0.043481901
## 77  -0.2915024  0.39072862 -0.407686477 -0.102820100
## 78  -0.4585589  0.59635727 -0.054469248  0.027776360
## 79  -0.3768160  0.47800184 -0.673193885 -0.190669341
## 80  -0.5004496  0.38444532 -1.222082593 -0.446028945
## 81  -0.3905971  0.58285316 -0.025518609  0.055579155
## 82  -0.4102521  0.51663572 -0.736784352 -0.210133572
## 83  -0.2698821  0.05219321 -0.089290868 -0.102326596
## 84  -0.3433895  0.58515132 -0.104898860  0.045621000
## 85  -0.3979449  0.51384755 -0.119408251 -0.001168534
## 86  -0.3559575  0.65277220 -0.122880554  0.057978063
## 87  -0.3690656  0.55425984 -0.067097409  0.039365611
## 88  -0.3888593  0.50159729 -0.311020884 -0.066094288
## 89  -0.3583923  0.54959573 -0.084307397  0.035632028
## 90  -0.4925715  0.39776336 -0.206577812 -0.100461972
## 91  -0.5895238  0.65098853  0.024134178  0.028532966
## 92  -0.4787415  0.43518132 -1.213243613 -0.418934597
## 93  -0.5545502  0.57927853 -1.201438816 -0.392236825
## 94  -0.3497620  0.50810937 -0.355689690 -0.065780766
## 95  -0.3324246  0.65765362 -0.778370478 -0.151047142
## 96  -0.3842056  0.59149892 -0.796973441 -0.196560039
## 97  -0.4468650  0.27906269 -0.238630663 -0.135477642
## 98  -0.3760259  0.57961242 -0.740539492 -0.178984338
## 99  -0.3815970  0.63472482 -0.032331823  0.073598653
## 100 -0.5041783  0.40289702 -0.194989724 -0.098757002

boxplot(threesitevalidation1, main = "Boxplot of Patch Specific Root Zone Soil Moisture KGE - SSURGO")

boxplot(threesitevalidation, main = "Boxplot of Patch Specific Root Zone Soil Moisture KGE - SSURGO")

plot(validationsmKGElistsite1,validationsmKGElistsite3)

write.csv(threesitevalidation,'threesitevalidationssurgo.csv')

Group by group color by site plot kge on y axis plot group on x axis

setwd(system.file("extdata/", package = "RHESSysIOinR"))

ssurgovalidation<- read.csv("threesitevalidationssurgo.csv")
rssvalidation<- read.csv("threesitevalidationrss.csv")
staticvalidation<- read.csv("threesitevalidationstatic.csv")

staticvalidation$group <- 'Static'
rssvalidation$group <- 'RSS'
ssurgovalidation$group<- 'SSURGO'

combinedvalidation <- rbind(staticvalidation, rssvalidation, ssurgovalidation)


combinedvalidationlong1<- data.frame("KGE" = combinedvalidation$site1, "group" = combinedvalidation$group)
combinedvalidationlong2<- data.frame("KGE" = combinedvalidation$site2, "group" = combinedvalidation$group)
combinedvalidationlong3<- data.frame("KGE" = combinedvalidation$site3, "group" = combinedvalidation$group)
combinedvalidationlong4<- data.frame("KGE" = combinedvalidation$allsites, "group" = combinedvalidation$group)


combinedvalidationlong1$site = '1'
combinedvalidationlong2$site = '2'
combinedvalidationlong3$site = '3'
combinedvalidationlong4$site = 'All Sites'


combinedvalidationlong<- rbind(combinedvalidationlong1,combinedvalidationlong2, combinedvalidationlong3, combinedvalidationlong4)

combinedvalidationlong

##                KGE  group      site
## 1     0.2718063949 Static         1
## 2    -0.1703934835 Static         1
## 3    -1.1213878373 Static         1
## 4    -0.9611447799 Static         1
## 5    -0.6103712293 Static         1
## 6    -0.8541969857 Static         1
## 7     0.4279595557 Static         1
## 8    -1.6579319165 Static         1
## 9    -1.0800962666 Static         1
## 10    0.6147470524 Static         1
## 11   -0.7544888887 Static         1
## 12   -0.0615908975 Static         1
## 13   -0.9696937739 Static         1
## 14   -0.0618474527 Static         1
## 15   -0.2211265676 Static         1
## 16   -0.1603753553 Static         1
## 17    0.1605156237 Static         1
## 18    0.3886858856 Static         1
## 19   -0.4030198525 Static         1
## 20    0.1560818891 Static         1
## 21   -1.0312195936 Static         1
## 22    0.4296376496 Static         1
## 23   -0.9797409357 Static         1
## 24    0.4204453654 Static         1
## 25    0.5327641422 Static         1
## 26    0.6949237409 Static         1
## 27   -0.4845825200 Static         1
## 28    0.6627986086 Static         1
## 29    0.2142553456 Static         1
## 30   -0.4325884331 Static         1
## 31    0.6329227913 Static         1
## 32    0.2147668135 Static         1
## 33    0.5059702863 Static         1
## 34    0.4703412420 Static         1
## 35   -0.6142389170 Static         1
## 36    0.5443599054 Static         1
## 37    0.4616247451 Static         1
## 38    0.3611512496 Static         1
## 39   -0.0627570229 Static         1
## 40   -0.3177538239 Static         1
## 41    0.5038992920 Static         1
## 42   -0.7632149652 Static         1
## 43   -0.6377723651 Static         1
## 44   -0.4323094511 Static         1
## 45   -0.1005260279 Static         1
## 46    0.1348397100 Static         1
## 47    0.6465942271 Static         1
## 48    0.5235117756 Static         1
## 49    0.4991891768 Static         1
## 50   -0.0065980811 Static         1
## 51   -0.2117253603 Static         1
## 52    0.1017474951 Static         1
## 53    0.4622893396 Static         1
## 54    0.0880742504 Static         1
## 55    0.4715082072 Static         1
## 56   -0.2508536607 Static         1
## 57   -0.0711010593 Static         1
## 58   -0.5034012501 Static         1
## 59   -1.1473921207 Static         1
## 60    0.6628637365 Static         1
## 61    0.2525669193 Static         1
## 62   -0.8053106092 Static         1
## 63   -0.5749385605 Static         1
## 64    0.1481089847 Static         1
## 65    0.0927416245 Static         1
## 66   -0.1997541712 Static         1
## 67    0.2151741075 Static         1
## 68   -0.0453825990 Static         1
## 69    0.4873180594 Static         1
## 70   -0.2514379621 Static         1
## 71   -0.3716988595 Static         1
## 72   -0.1441578235 Static         1
## 73    0.5257760625 Static         1
## 74    0.5801603228 Static         1
## 75    0.4648624254 Static         1
## 76    0.4415829102 Static         1
## 77    0.0022530018 Static         1
## 78   -0.8588917672 Static         1
## 79    0.6680525848 Static         1
## 80   -0.7409795282 Static         1
## 81   -0.5356059796 Static         1
## 82   -0.2340643284 Static         1
## 83    0.3093367240 Static         1
## 84   -0.0520589820 Static         1
## 85    0.3120385980 Static         1
## 86   -0.2432725868 Static         1
## 87    0.5438241070 Static         1
## 88    0.3623054287 Static         1
## 89    0.0902131346 Static         1
## 90    0.5997372894 Static         1
## 91    0.1863471649 Static         1
## 92    0.2418636597 Static         1
## 93   -0.2944309716 Static         1
## 94    0.4057372748 Static         1
## 95    0.5026500198 Static         1
## 96    0.5464843915 Static         1
## 97   -0.1260217731 Static         1
## 98    0.0524129541 Static         1
## 99   -0.5764143161 Static         1
## 100  -0.3320439014 Static         1
## 101  -0.0148460557    RSS         1
## 102  -0.0011484825    RSS         1
## 103  -0.0470102972    RSS         1
## 104  -0.0011572735    RSS         1
## 105  -0.0086367513    RSS         1
## 106   0.0059897705    RSS         1
## 107  -0.0257144202    RSS         1
## 108  -0.0671120096    RSS         1
## 109  -0.0184053186    RSS         1
## 110  -0.0749516419    RSS         1
## 111  -0.0652711681    RSS         1
## 112   0.0015839387    RSS         1
## 113  -0.1177188766    RSS         1
## 114  -0.0871018943    RSS         1
## 115  -0.0266928635    RSS         1
## 116  -0.0434774799    RSS         1
## 117  -0.0971749077    RSS         1
## 118  -0.0062713948    RSS         1
## 119  -0.0732593636    RSS         1
## 120  -0.0634457976    RSS         1
## 121  -0.0564854868    RSS         1
## 122  -0.1701339592    RSS         1
## 123  -0.1944062640    RSS         1
## 124  -0.0908971577    RSS         1
## 125  -0.0967390621    RSS         1
## 126  -0.0825683720    RSS         1
## 127  -0.1094993669    RSS         1
## 128  -0.1221706683    RSS         1
## 129  -0.1166195840    RSS         1
## 130  -0.1342749624    RSS         1
## 131  -0.2113721677    RSS         1
## 132  -0.0428095623    RSS         1
## 133  -0.0605930322    RSS         1
## 134  -0.1538341536    RSS         1
## 135  -0.0994621417    RSS         1
## 136  -0.2125965537    RSS         1
## 137  -0.1691389883    RSS         1
## 138  -0.1146920259    RSS         1
## 139  -0.2172894769    RSS         1
## 140  -0.1688159385    RSS         1
## 141  -0.1499535201    RSS         1
## 142  -0.3315738674    RSS         1
## 143  -0.1807295309    RSS         1
## 144  -0.2708106517    RSS         1
## 145  -0.1058570140    RSS         1
## 146  -0.2509036680    RSS         1
## 147  -0.1692785365    RSS         1
## 148  -0.1599262667    RSS         1
## 149  -0.0512800943    RSS         1
## 150  -0.1846133066    RSS         1
## 151  -0.0376640715    RSS         1
## 152  -0.1679844042    RSS         1
## 153  -0.0763946097    RSS         1
## 154  -0.3055909589    RSS         1
## 155  -0.0466562600    RSS         1
## 156   0.0005678582    RSS         1
## 157  -0.0696431937    RSS         1
## 158  -0.1852130473    RSS         1
## 159  -0.1866417834    RSS         1
## 160  -0.0966029911    RSS         1
## 161  -0.0515724213    RSS         1
## 162  -0.1816629966    RSS         1
## 163  -0.1117710035    RSS         1
## 164  -0.0826089691    RSS         1
## 165  -0.0483163299    RSS         1
## 166  -0.1686076264    RSS         1
## 167   0.0154740996    RSS         1
## 168  -0.2517505419    RSS         1
## 169  -0.1247291717    RSS         1
## 170  -0.0694499093    RSS         1
## 171  -0.1145306318    RSS         1
## 172  -0.1072606071    RSS         1
## 173  -0.1042550628    RSS         1
## 174  -0.0188394286    RSS         1
## 175  -0.0434691925    RSS         1
## 176  -0.3180939831    RSS         1
## 177  -0.1648099115    RSS         1
## 178  -0.1189501075    RSS         1
## 179  -0.1592604871    RSS         1
## 180  -0.0928021341    RSS         1
## 181  -0.1250372186    RSS         1
## 182  -0.1591638699    RSS         1
## 183  -0.2621096821    RSS         1
## 184  -0.3267513673    RSS         1
## 185  -0.4356883390    RSS         1
## 186  -0.1981507324    RSS         1
## 187  -0.1568462833    RSS         1
## 188  -0.2536638825    RSS         1
## 189  -0.1727285863    RSS         1
## 190  -0.3612060924    RSS         1
## 191  -0.0553470130    RSS         1
## 192  -0.0987217145    RSS         1
## 193  -0.0937407022    RSS         1
## 194  -0.2111709200    RSS         1
## 195  -0.1647807079    RSS         1
## 196  -0.2356949442    RSS         1
## 197  -0.1160221916    RSS         1
## 198  -0.1293624911    RSS         1
## 199  -0.3251603500    RSS         1
## 200  -0.2469331165    RSS         1
## 201  -0.2190550521 SSURGO         1
## 202  -0.3174891040 SSURGO         1
## 203  -0.2070076078 SSURGO         1
## 204  -0.3499427772 SSURGO         1
## 205  -0.3931691151 SSURGO         1
## 206  -0.2369814151 SSURGO         1
## 207  -0.2342274756 SSURGO         1
## 208  -0.3520807630 SSURGO         1
## 209  -0.2653596253 SSURGO         1
## 210  -0.2518801731 SSURGO         1
## 211  -0.4182318748 SSURGO         1
## 212  -0.3271962846 SSURGO         1
## 213  -0.4160818960 SSURGO         1
## 214  -0.2348935065 SSURGO         1
## 215  -0.2237051267 SSURGO         1
## 216  -0.3261030716 SSURGO         1
## 217  -0.3644306005 SSURGO         1
## 218  -0.2193347878 SSURGO         1
## 219  -0.2386120282 SSURGO         1
## 220  -0.2728945917 SSURGO         1
## 221  -0.2520308717 SSURGO         1
## 222  -0.2703423728 SSURGO         1
## 223  -0.2151376895 SSURGO         1
## 224  -0.3017093171 SSURGO         1
## 225  -0.3394906297 SSURGO         1
## 226  -0.2778125837 SSURGO         1
## 227  -0.2530675542 SSURGO         1
## 228  -0.3832699964 SSURGO         1
## 229  -0.3657031710 SSURGO         1
## 230  -0.2912523249 SSURGO         1
## 231  -0.3326295425 SSURGO         1
## 232  -0.2712960973 SSURGO         1
## 233  -0.2925519886 SSURGO         1
## 234  -0.3719420898 SSURGO         1
## 235  -0.3642051876 SSURGO         1
## 236  -0.3135374657 SSURGO         1
## 237  -0.2946981894 SSURGO         1
## 238  -0.2384531717 SSURGO         1
## 239  -0.4779047697 SSURGO         1
## 240  -0.4016028225 SSURGO         1
## 241  -0.2856701655 SSURGO         1
## 242  -0.3599925141 SSURGO         1
## 243  -0.3120005831 SSURGO         1
## 244  -0.4256867210 SSURGO         1
## 245  -0.3273318717 SSURGO         1
## 246  -0.2835897325 SSURGO         1
## 247  -0.3766813055 SSURGO         1
## 248  -0.3900781024 SSURGO         1
## 249  -0.3145011120 SSURGO         1
## 250  -0.2123127355 SSURGO         1
## 251  -0.2596857495 SSURGO         1
## 252  -0.3812387883 SSURGO         1
## 253  -0.3184910971 SSURGO         1
## 254  -0.4235003301 SSURGO         1
## 255  -0.4238483494 SSURGO         1
## 256  -0.4905874406 SSURGO         1
## 257  -0.4314509002 SSURGO         1
## 258  -0.3721552116 SSURGO         1
## 259  -0.4234704843 SSURGO         1
## 260  -0.4131144850 SSURGO         1
## 261  -0.4354436236 SSURGO         1
## 262  -0.4433494612 SSURGO         1
## 263  -0.4396019524 SSURGO         1
## 264  -0.3427893821 SSURGO         1
## 265  -0.3748651689 SSURGO         1
## 266  -0.2844376040 SSURGO         1
## 267  -0.4205523847 SSURGO         1
## 268  -0.5460570914 SSURGO         1
## 269  -0.3000343747 SSURGO         1
## 270  -0.3889590492 SSURGO         1
## 271  -0.3593774576 SSURGO         1
## 272  -0.3717053691 SSURGO         1
## 273  -0.4121206102 SSURGO         1
## 274  -0.4258793971 SSURGO         1
## 275  -0.3493451572 SSURGO         1
## 276  -0.3737090356 SSURGO         1
## 277  -0.2915024382 SSURGO         1
## 278  -0.4585589482 SSURGO         1
## 279  -0.3768159786 SSURGO         1
## 280  -0.5004495574 SSURGO         1
## 281  -0.3905970856 SSURGO         1
## 282  -0.4102520850 SSURGO         1
## 283  -0.2698821276 SSURGO         1
## 284  -0.3433894636 SSURGO         1
## 285  -0.3979448981 SSURGO         1
## 286  -0.3559574584 SSURGO         1
## 287  -0.3690656033 SSURGO         1
## 288  -0.3888592706 SSURGO         1
## 289  -0.3583922513 SSURGO         1
## 290  -0.4925714599 SSURGO         1
## 291  -0.5895238088 SSURGO         1
## 292  -0.4787415044 SSURGO         1
## 293  -0.5545501861 SSURGO         1
## 294  -0.3497619790 SSURGO         1
## 295  -0.3324245703 SSURGO         1
## 296  -0.3842055984 SSURGO         1
## 297  -0.4468649507 SSURGO         1
## 298  -0.3760259410 SSURGO         1
## 299  -0.3815970385 SSURGO         1
## 300  -0.5041782988 SSURGO         1
## 301   0.1731963742 Static         2
## 302  -0.0356701543 Static         2
## 303  -0.8330196121 Static         2
## 304  -0.6472866202 Static         2
## 305  -0.3717472798 Static         2
## 306  -0.5839885516 Static         2
## 307   0.3970429105 Static         2
## 308   0.2748379566 Static         2
## 309  -0.8013466831 Static         2
## 310   0.6367594849 Static         2
## 311  -0.4785325475 Static         2
## 312   0.0588064249 Static         2
## 313  -0.6597658653 Static         2
## 314   0.0381651163 Static         2
## 315  -0.0751578220 Static         2
## 316  -0.0311197909 Static         2
## 317   0.2239090630 Static         2
## 318   0.3946446545 Static         2
## 319  -0.1909707317 Static         2
## 320   0.2109201256 Static         2
## 321  -0.7310959932 Static         2
## 322   0.4187629006 Static         2
## 323  -0.7221189842 Static         2
## 324   0.4031864064 Static         2
## 325   0.5350875360 Static         2
## 326   0.5960430478 Static         2
## 327  -0.2880516640 Static         2
## 328   0.5515505907 Static         2
## 329   0.2060417217 Static         2
## 330  -0.2451858411 Static         2
## 331   0.5891982687 Static         2
## 332   0.2157557510 Static         2
## 333   0.4839645464 Static         2
## 334  -0.8511162406 Static         2
## 335  -0.5307450009 Static         2
## 336   0.5456012671 Static         2
## 337   0.4753828198 Static         2
## 338   0.3865750135 Static         2
## 339  -0.0079835892 Static         2
## 340  -0.1189126510 Static         2
## 341   0.4870013165 Static         2
## 342  -0.5051417453 Static         2
## 343  -0.4491760939 Static         2
## 344  -0.2274470159 Static         2
## 345   0.0263224234 Static         2
## 346   0.1867765417 Static         2
## 347   0.6993156249 Static         2
## 348   0.5015000222 Static         2
## 349   0.5005307278 Static         2
## 350   0.0585124528 Static         2
## 351  -0.2719179129 Static         2
## 352   0.0152717136 Static         2
## 353   0.4662561446 Static         2
## 354   0.1283969859 Static         2
## 355   0.4744519720 Static         2
## 356  -0.0998672925 Static         2
## 357  -0.0256489978 Static         2
## 358  -0.3010102412 Static         2
## 359  -0.8035586798 Static         2
## 360   0.6282866391 Static         2
## 361   0.2710918664 Static         2
## 362  -0.5235344083 Static         2
## 363  -0.3584147686 Static         2
## 364  -0.0734191886 Static         2
## 365   0.1547263277 Static         2
## 366  -0.1028694319 Static         2
## 367   0.2385650987 Static         2
## 368   0.0382491235 Static         2
## 369   0.4802422549 Static         2
## 370  -0.1115350917 Static         2
## 371  -0.2063216863 Static         2
## 372  -0.0439942180 Static         2
## 373   0.5135771604 Static         2
## 374   0.5923788218 Static         2
## 375   0.4519290201 Static         2
## 376   0.4415786249 Static         2
## 377   0.0299706774 Static         2
## 378  -0.5923448201 Static         2
## 379   0.7252164047 Static         2
## 380  -0.5176149560 Static         2
## 381  -0.3610654541 Static         2
## 382  -0.1335036264 Static         2
## 383   0.2769913355 Static         2
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## 872  -0.0521190670 SSURGO         3
## 873  -0.4927679192 SSURGO         3
## 874   0.0183398644 SSURGO         3
## 875   0.0750999994 SSURGO         3
## 876  -0.0047851012 SSURGO         3
## 877  -0.4076864766 SSURGO         3
## 878  -0.0544692479 SSURGO         3
## 879  -0.6731938853 SSURGO         3
## 880  -1.2220825930 SSURGO         3
## 881  -0.0255186089 SSURGO         3
## 882  -0.7367843516 SSURGO         3
## 883  -0.0892908684 SSURGO         3
## 884  -0.1048988605 SSURGO         3
## 885  -0.1194082511 SSURGO         3
## 886  -0.1228805541 SSURGO         3
## 887  -0.0670974092 SSURGO         3
## 888  -0.3110208838 SSURGO         3
## 889  -0.0843073969 SSURGO         3
## 890  -0.2065778118 SSURGO         3
## 891   0.0241341778 SSURGO         3
## 892  -1.2132436127 SSURGO         3
## 893  -1.2014388157 SSURGO         3
## 894  -0.3556896900 SSURGO         3
## 895  -0.7783704781 SSURGO         3
## 896  -0.7969734407 SSURGO         3
## 897  -0.2386306635 SSURGO         3
## 898  -0.7405394925 SSURGO         3
## 899  -0.0323318230 SSURGO         3
## 900  -0.1949897242 SSURGO         3
## 901   0.0571798049 Static All Sites
## 902  -0.1611950843 Static All Sites
## 903  -0.6513112986 Static All Sites
## 904  -0.5508460341 Static All Sites
## 905  -0.3255062833 Static All Sites
## 906  -0.5088831706 Static All Sites
## 907   0.0295667814 Static All Sites
## 908  -0.4898519728 Static All Sites
## 909  -0.7236380583 Static All Sites
## 910   0.4229737163 Static All Sites
## 911  -0.5095108418 Static All Sites
## 912  -0.1559049049 Static All Sites
## 913  -0.5738708760 Static All Sites
## 914  -0.0573199190 Static All Sites
## 915  -0.2641515523 Static All Sites
## 916  -0.1064252427 Static All Sites
## 917  -0.1650328324 Static All Sites
## 918   0.0190091391 Static All Sites
## 919  -0.2164164407 Static All Sites
## 920   0.0101486883 Static All Sites
## 921  -0.6716946299 Static All Sites
## 922  -0.0391952452 Static All Sites
## 923  -0.6646418758 Static All Sites
## 924   0.0610673692 Static All Sites
## 925   0.3400686925 Static All Sites
## 926   0.4149121325 Static All Sites
## 927  -0.2502016079 Static All Sites
## 928   0.2664424825 Static All Sites
## 929   0.1485537518 Static All Sites
## 930  -0.2282748464 Static All Sites
## 931   0.2305323971 Static All Sites
## 932  -0.0292137120 Static All Sites
## 933   0.4027762675 Static All Sites
## 934  -0.1317057025 Static All Sites
## 935  -0.4378043697 Static All Sites
## 936   0.4530326533 Static All Sites
## 937   0.1005164052 Static All Sites
## 938   0.2047702848 Static All Sites
## 939  -0.0654845513 Static All Sites
## 940  -0.1798480368 Static All Sites
## 941             NA Static All Sites
## 942  -0.5508390628 Static All Sites
## 943  -0.4229735021 Static All Sites
## 944  -0.2188275789 Static All Sites
## 945  -0.1756126801 Static All Sites
## 946  -0.0195791496 Static All Sites
## 947   0.3412049804 Static All Sites
## 948   0.0920963738 Static All Sites
## 949  -0.0723283935 Static All Sites
## 950   0.0087449124 Static All Sites
## 951  -0.1873032612 Static All Sites
## 952  -0.0579183325 Static All Sites
## 953  -0.0209687502 Static All Sites
## 954  -0.0632720895 Static All Sites
## 955  -0.0257736646 Static All Sites
## 956  -0.1748660705 Static All Sites
## 957  -0.1089689319 Static All Sites
## 958  -0.3353100473 Static All Sites
## 959  -0.8442705848 Static All Sites
## 960   0.0933670769 Static All Sites
## 961   0.0399926354 Static All Sites
## 962  -0.5763217464 Static All Sites
## 963  -0.3023600762 Static All Sites
## 964   0.0307502947 Static All Sites
## 965  -0.0604502177 Static All Sites
## 966  -0.1419889511 Static All Sites
## 967  -0.0428323245 Static All Sites
## 968  -0.1500326011 Static All Sites
## 969   0.0563988900 Static All Sites
## 970  -0.1416910458 Static All Sites
## 971  -0.2127207881 Static All Sites
## 972  -0.0872724973 Static All Sites
## 973  -0.0980205412 Static All Sites
## 974   0.3179486202 Static All Sites
## 975  -0.0067646759 Static All Sites
## 976   0.0320734210 Static All Sites
## 977  -0.1480711306 Static All Sites
## 978  -0.5691024186 Static All Sites
## 979   0.5075051217 Static All Sites
## 980  -0.5047000899 Static All Sites
## 981  -0.3428845261 Static All Sites
## 982  -0.1291413099 Static All Sites
## 983   0.1474666525 Static All Sites
## 984  -0.1148325071 Static All Sites
## 985   0.0719683585 Static All Sites
## 986             NA Static All Sites
## 987   0.2455572327 Static All Sites
## 988   0.1636263008 Static All Sites
## 989   0.0212952332 Static All Sites
## 990   0.5589014690 Static All Sites
## 991  -0.0004272758 Static All Sites
## 992   0.0974460509 Static All Sites
## 993  -0.1899387564 Static All Sites
## 994  -0.0259065699 Static All Sites
## 995   0.2048309804 Static All Sites
## 996   0.0492298030 Static All Sites
## 997  -0.4126477011 Static All Sites
## 998  -0.2834236477 Static All Sites
## 999  -0.0873330119 Static All Sites
## 1000            NA Static All Sites
## 1001  0.0616423009    RSS All Sites
## 1002 -0.0316732727    RSS All Sites
## 1003 -0.2106542208    RSS All Sites
## 1004  0.0044730703    RSS All Sites
## 1005 -0.0633126687    RSS All Sites
## 1006 -0.0016114496    RSS All Sites
## 1007  0.0948737352    RSS All Sites
## 1008  0.2627761655    RSS All Sites
## 1009 -0.0989969822    RSS All Sites
## 1010  0.1198764104    RSS All Sites
## 1011  0.0028629425    RSS All Sites
## 1012 -0.0635955690    RSS All Sites
## 1013 -0.1057038872    RSS All Sites
## 1014  0.1615755242    RSS All Sites
## 1015  0.0734281799    RSS All Sites
## 1016  0.0349200477    RSS All Sites
## 1017 -0.1455771274    RSS All Sites
## 1018 -0.2606729458    RSS All Sites
## 1019 -0.0317933134    RSS All Sites
## 1020 -0.0852066337    RSS All Sites
## 1021  0.0166847087    RSS All Sites
## 1022 -0.0473860916    RSS All Sites
## 1023  0.2187847421    RSS All Sites
## 1024 -0.1759286603    RSS All Sites
## 1025 -0.1849011176    RSS All Sites
## 1026 -0.0451584224    RSS All Sites
## 1027 -0.1756509120    RSS All Sites
## 1028  0.0969040850    RSS All Sites
## 1029 -0.1429536656    RSS All Sites
## 1030 -0.0512650008    RSS All Sites
## 1031  0.0048202791    RSS All Sites
## 1032 -0.0820496677    RSS All Sites
## 1033 -0.0370300700    RSS All Sites
## 1034  0.0922923559    RSS All Sites
## 1035  0.1376137426    RSS All Sites
## 1036 -0.1055114929    RSS All Sites
## 1037 -0.0370638924    RSS All Sites
## 1038  0.2353204098    RSS All Sites
## 1039 -0.1404815988    RSS All Sites
## 1040  0.0979254171    RSS All Sites
## 1041  0.2781116157    RSS All Sites
## 1042 -0.0133146545    RSS All Sites
## 1043  0.1280697221    RSS All Sites
## 1044  0.1690489256    RSS All Sites
## 1045 -0.0904440994    RSS All Sites
## 1046  0.2941369632    RSS All Sites
## 1047 -0.1351597418    RSS All Sites
## 1048 -0.1071444559    RSS All Sites
## 1049 -0.2054573900    RSS All Sites
## 1050 -0.3552553577    RSS All Sites
## 1051  0.2499530356    RSS All Sites
## 1052 -0.1279429467    RSS All Sites
## 1053 -0.0579852427    RSS All Sites
## 1054            NA    RSS All Sites
## 1055  0.0780615994    RSS All Sites
## 1056 -0.0676549524    RSS All Sites
## 1057 -0.2399396333    RSS All Sites
## 1058 -0.3473244791    RSS All Sites
## 1059 -0.2840835092    RSS All Sites
## 1060 -0.0360503555    RSS All Sites
## 1061 -0.0678415403    RSS All Sites
## 1062 -0.2500196435    RSS All Sites
## 1063  0.0126055170    RSS All Sites
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## 1065 -0.1680736667    RSS All Sites
## 1066 -0.2186297229    RSS All Sites
## 1067  0.0745822805    RSS All Sites
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## 1069 -0.2133787681    RSS All Sites
## 1070 -0.0743222089    RSS All Sites
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## 1073  0.2230501928    RSS All Sites
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## 1076 -0.4765443739    RSS All Sites
## 1077 -0.1269559647    RSS All Sites
## 1078 -0.0939953984    RSS All Sites
## 1079            NA    RSS All Sites
## 1080 -0.0665241122    RSS All Sites
## 1081 -0.1822657919    RSS All Sites
## 1082  0.0369710894    RSS All Sites
## 1083 -0.1654621234    RSS All Sites
## 1084 -0.1561707360    RSS All Sites
## 1085 -0.0961888397    RSS All Sites
## 1086 -0.2284887731    RSS All Sites
## 1087 -0.1855878838    RSS All Sites
## 1088  0.0418112355    RSS All Sites
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## 1090  0.1929482698    RSS All Sites
## 1091 -0.1165488790    RSS All Sites
## 1092 -0.1262476544    RSS All Sites
## 1093  0.0512980869    RSS All Sites
## 1094 -0.0542910248    RSS All Sites
## 1095 -0.0765681958    RSS All Sites
## 1096 -0.3721428473    RSS All Sites
## 1097 -0.1478942339    RSS All Sites
## 1098  0.0708661898    RSS All Sites
## 1099  0.0579634214    RSS All Sites
## 1100  0.0818398833    RSS All Sites
## 1101 -0.0805225513 SSURGO All Sites
## 1102 -0.1174975844 SSURGO All Sites
## 1103 -0.1196211055 SSURGO All Sites
## 1104 -0.1048448966 SSURGO All Sites
## 1105 -0.1637742193 SSURGO All Sites
## 1106 -0.0287172948 SSURGO All Sites
## 1107 -0.1626357164 SSURGO All Sites
## 1108 -0.1608408880 SSURGO All Sites
## 1109  0.0037202121 SSURGO All Sites
## 1110 -0.1861391348 SSURGO All Sites
## 1111 -0.2955757188 SSURGO All Sites
## 1112 -0.1573184620 SSURGO All Sites
## 1113 -0.2272085804 SSURGO All Sites
## 1114 -0.0778261884 SSURGO All Sites
## 1115 -0.0366620112 SSURGO All Sites
## 1116 -0.1004669044 SSURGO All Sites
## 1117  0.0794409398 SSURGO All Sites
## 1118 -0.0411647909 SSURGO All Sites
## 1119  0.0257407820 SSURGO All Sites
## 1120  0.0204109998 SSURGO All Sites
## 1121 -0.0884486236 SSURGO All Sites
## 1122  0.0258604217 SSURGO All Sites
## 1123 -0.1536350596 SSURGO All Sites
## 1124  0.0348703806 SSURGO All Sites
## 1125 -0.0666008428 SSURGO All Sites
## 1126  0.0202513435 SSURGO All Sites
## 1127  0.0332038281 SSURGO All Sites
## 1128  0.0907154110 SSURGO All Sites
## 1129 -0.2032485475 SSURGO All Sites
## 1130            NA SSURGO All Sites
## 1131  0.0828547777 SSURGO All Sites
## 1132 -0.0659161665 SSURGO All Sites
## 1133  0.0448949412 SSURGO All Sites
## 1134 -0.0810706579 SSURGO All Sites
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## 1136 -0.1251331372 SSURGO All Sites
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## 1140 -0.0790255280 SSURGO All Sites
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## 1150 -0.2440496923 SSURGO All Sites
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## 1152  0.0303772994 SSURGO All Sites
## 1153  0.0082367802 SSURGO All Sites
## 1154 -0.1614896937 SSURGO All Sites
## 1155  0.0086412834 SSURGO All Sites
## 1156  0.0988972667 SSURGO All Sites
## 1157 -0.1973757588 SSURGO All Sites
## 1158  0.0527258226 SSURGO All Sites
## 1159 -0.2320144110 SSURGO All Sites
## 1160 -0.1331060960 SSURGO All Sites
## 1161 -0.2491530195 SSURGO All Sites
## 1162 -0.2166643760 SSURGO All Sites
## 1163  0.0059082080 SSURGO All Sites
## 1164  0.0638804925 SSURGO All Sites
## 1165  0.0274310649 SSURGO All Sites
## 1166  0.0561994900 SSURGO All Sites
## 1167 -0.1760008010 SSURGO All Sites
## 1168 -0.3294302907 SSURGO All Sites
## 1169 -0.0226826371 SSURGO All Sites
## 1170 -0.1647769874 SSURGO All Sites
## 1171  0.0976559260 SSURGO All Sites
## 1172  0.0300277452 SSURGO All Sites
## 1173 -0.1393562366 SSURGO All Sites
## 1174  0.0398500749 SSURGO All Sites
## 1175  0.0618695933 SSURGO All Sites
## 1176  0.0434819005 SSURGO All Sites
## 1177 -0.1028200998 SSURGO All Sites
## 1178  0.0277763596 SSURGO All Sites
## 1179 -0.1906693411 SSURGO All Sites
## 1180 -0.4460289451 SSURGO All Sites
## 1181  0.0555791552 SSURGO All Sites
## 1182 -0.2101335717 SSURGO All Sites
## 1183 -0.1023265959 SSURGO All Sites
## 1184  0.0456209998 SSURGO All Sites
## 1185 -0.0011685341 SSURGO All Sites
## 1186  0.0579780634 SSURGO All Sites
## 1187  0.0393656105 SSURGO All Sites
## 1188 -0.0660942882 SSURGO All Sites
## 1189  0.0356320284 SSURGO All Sites
## 1190 -0.1004619716 SSURGO All Sites
## 1191  0.0285329664 SSURGO All Sites
## 1192 -0.4189345975 SSURGO All Sites
## 1193 -0.3922368253 SSURGO All Sites
## 1194 -0.0657807657 SSURGO All Sites
## 1195 -0.1510471417 SSURGO All Sites
## 1196 -0.1965600389 SSURGO All Sites
## 1197 -0.1354776421 SSURGO All Sites
## 1198 -0.1789843381 SSURGO All Sites
## 1199  0.0735986534 SSURGO All Sites
## 1200 -0.0987570018 SSURGO All Sites

#Remove NA values so that boxplot will work

validationnona<- subset(combinedvalidationlong,!is.na(combinedvalidationlong$KGE))


threesitevalidationplot <- ggplot(validationnona, aes(group, y = KGE, fill = site))+ geom_boxplot()+ ylab("Soil Moisture KGE - Validation") +xlab("Soil Map Input")+ ggtitle("Patch Specific Soil Moisture KGE For ALL Calibration Runs, NA Excluded")+geom_hline(yintercept=-0.41,linetype=2, col = 'RED')+ scale_y_continuous(breaks=seq(-6,1,1))+ theme_minimal()

threesitevalidationplot

validationnona

##                KGE  group      site
## 1     0.2718063949 Static         1
## 2    -0.1703934835 Static         1
## 3    -1.1213878373 Static         1
## 4    -0.9611447799 Static         1
## 5    -0.6103712293 Static         1
## 6    -0.8541969857 Static         1
## 7     0.4279595557 Static         1
## 8    -1.6579319165 Static         1
## 9    -1.0800962666 Static         1
## 10    0.6147470524 Static         1
## 11   -0.7544888887 Static         1
## 12   -0.0615908975 Static         1
## 13   -0.9696937739 Static         1
## 14   -0.0618474527 Static         1
## 15   -0.2211265676 Static         1
## 16   -0.1603753553 Static         1
## 17    0.1605156237 Static         1
## 18    0.3886858856 Static         1
## 19   -0.4030198525 Static         1
## 20    0.1560818891 Static         1
## 21   -1.0312195936 Static         1
## 22    0.4296376496 Static         1
## 23   -0.9797409357 Static         1
## 24    0.4204453654 Static         1
## 25    0.5327641422 Static         1
## 26    0.6949237409 Static         1
## 27   -0.4845825200 Static         1
## 28    0.6627986086 Static         1
## 29    0.2142553456 Static         1
## 30   -0.4325884331 Static         1
## 31    0.6329227913 Static         1
## 32    0.2147668135 Static         1
## 33    0.5059702863 Static         1
## 34    0.4703412420 Static         1
## 35   -0.6142389170 Static         1
## 36    0.5443599054 Static         1
## 37    0.4616247451 Static         1
## 38    0.3611512496 Static         1
## 39   -0.0627570229 Static         1
## 40   -0.3177538239 Static         1
## 41    0.5038992920 Static         1
## 42   -0.7632149652 Static         1
## 43   -0.6377723651 Static         1
## 44   -0.4323094511 Static         1
## 45   -0.1005260279 Static         1
## 46    0.1348397100 Static         1
## 47    0.6465942271 Static         1
## 48    0.5235117756 Static         1
## 49    0.4991891768 Static         1
## 50   -0.0065980811 Static         1
## 51   -0.2117253603 Static         1
## 52    0.1017474951 Static         1
## 53    0.4622893396 Static         1
## 54    0.0880742504 Static         1
## 55    0.4715082072 Static         1
## 56   -0.2508536607 Static         1
## 57   -0.0711010593 Static         1
## 58   -0.5034012501 Static         1
## 59   -1.1473921207 Static         1
## 60    0.6628637365 Static         1
## 61    0.2525669193 Static         1
## 62   -0.8053106092 Static         1
## 63   -0.5749385605 Static         1
## 64    0.1481089847 Static         1
## 65    0.0927416245 Static         1
## 66   -0.1997541712 Static         1
## 67    0.2151741075 Static         1
## 68   -0.0453825990 Static         1
## 69    0.4873180594 Static         1
## 70   -0.2514379621 Static         1
## 71   -0.3716988595 Static         1
## 72   -0.1441578235 Static         1
## 73    0.5257760625 Static         1
## 74    0.5801603228 Static         1
## 75    0.4648624254 Static         1
## 76    0.4415829102 Static         1
## 77    0.0022530018 Static         1
## 78   -0.8588917672 Static         1
## 79    0.6680525848 Static         1
## 80   -0.7409795282 Static         1
## 81   -0.5356059796 Static         1
## 82   -0.2340643284 Static         1
## 83    0.3093367240 Static         1
## 84   -0.0520589820 Static         1
## 85    0.3120385980 Static         1
## 86   -0.2432725868 Static         1
## 87    0.5438241070 Static         1
## 88    0.3623054287 Static         1
## 89    0.0902131346 Static         1
## 90    0.5997372894 Static         1
## 91    0.1863471649 Static         1
## 92    0.2418636597 Static         1
## 93   -0.2944309716 Static         1
## 94    0.4057372748 Static         1
## 95    0.5026500198 Static         1
## 96    0.5464843915 Static         1
## 97   -0.1260217731 Static         1
## 98    0.0524129541 Static         1
## 99   -0.5764143161 Static         1
## 100  -0.3320439014 Static         1
## 101  -0.0148460557    RSS         1
## 102  -0.0011484825    RSS         1
## 103  -0.0470102972    RSS         1
## 104  -0.0011572735    RSS         1
## 105  -0.0086367513    RSS         1
## 106   0.0059897705    RSS         1
## 107  -0.0257144202    RSS         1
## 108  -0.0671120096    RSS         1
## 109  -0.0184053186    RSS         1
## 110  -0.0749516419    RSS         1
## 111  -0.0652711681    RSS         1
## 112   0.0015839387    RSS         1
## 113  -0.1177188766    RSS         1
## 114  -0.0871018943    RSS         1
## 115  -0.0266928635    RSS         1
## 116  -0.0434774799    RSS         1
## 117  -0.0971749077    RSS         1
## 118  -0.0062713948    RSS         1
## 119  -0.0732593636    RSS         1
## 120  -0.0634457976    RSS         1
## 121  -0.0564854868    RSS         1
## 122  -0.1701339592    RSS         1
## 123  -0.1944062640    RSS         1
## 124  -0.0908971577    RSS         1
## 125  -0.0967390621    RSS         1
## 126  -0.0825683720    RSS         1
## 127  -0.1094993669    RSS         1
## 128  -0.1221706683    RSS         1
## 129  -0.1166195840    RSS         1
## 130  -0.1342749624    RSS         1
## 131  -0.2113721677    RSS         1
## 132  -0.0428095623    RSS         1
## 133  -0.0605930322    RSS         1
## 134  -0.1538341536    RSS         1
## 135  -0.0994621417    RSS         1
## 136  -0.2125965537    RSS         1
## 137  -0.1691389883    RSS         1
## 138  -0.1146920259    RSS         1
## 139  -0.2172894769    RSS         1
## 140  -0.1688159385    RSS         1
## 141  -0.1499535201    RSS         1
## 142  -0.3315738674    RSS         1
## 143  -0.1807295309    RSS         1
## 144  -0.2708106517    RSS         1
## 145  -0.1058570140    RSS         1
## 146  -0.2509036680    RSS         1
## 147  -0.1692785365    RSS         1
## 148  -0.1599262667    RSS         1
## 149  -0.0512800943    RSS         1
## 150  -0.1846133066    RSS         1
## 151  -0.0376640715    RSS         1
## 152  -0.1679844042    RSS         1
## 153  -0.0763946097    RSS         1
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